diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 6133223cbe8e660a5ed9af6ecdb77c444b04bd89..9b582ad5d99137487dcf63c7c1cc9a971e73d349 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260616T000025Z", - "generated_at": "2026-06-16T00:05:10Z", + "snapshot_id": "20260616T060022Z", + "generated_at": "2026-06-16T06:09:50Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1740,29 +1740,29 @@ ] }, { - "cluster_id": "cluster-44002-2", + "cluster_id": "cluster-46562-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 46562, "issue_numbers": [], "pr_numbers": [ - 44002, - 44029 + 46562, + 46658 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.127, + "size_similarity": 0.556, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.329, + "patch_similarity": 0.107, "shared_filenames": [], "shared_file_areas": [] } @@ -2099,15 +2099,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2161,6 +2152,15 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 747d798863d2c49fecb312e088a1db0f185d8eb4..9c6003bff47abbb8495e49ba057bd54544ef1bf3 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": "20260616T000025Z", - "generated_at": "2026-06-16T00:05:10Z", + "snapshot_id": "20260616T060022Z", + "generated_at": "2026-06-16T06:09:50Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -111,8 +111,8 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43541|issue:43716", "issue:43828|issue:44292", + "issue:43541|issue:43716", "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", @@ -130,415 +130,427 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "506a732315b3892b975a77fe12f29e851a066544837e3d2b6130d677329016d0", + "prepared_review_unit_hash": "4cf30975fd20e026d89b1298ee0d9c274aea9673c1e589e66f370d35c70b8773", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45730, - "estimated_input_tokens": 11433, - "estimated_eval_tokens": 23122 + "serialized_chars": 45726, + "estimated_input_tokens": 11432, + "estimated_eval_tokens": 23120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated bug reports. Only a couple of near-exact duplicate pairs stand out: the Bert/DeepSpeed ZeRO-3 IndexError reports and the torch 2.4.1 / transformers 5.8.0 incompatibility reports. No pull requests are present.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45800 is the clearest and most complete standalone report of the torch 2.4.1 / transformers 5.8.0 incompatibility, making it the best representative issue in the cluster.", + "summary": "The cluster still breaks into a few real duplicate subclusters, mainly the DeepSpeed ZeRO-3/BERT index-error pair and the torch 2.4.1 compatibility pair. The Qwen3.5 MoE rotary/offload issues are related, but not established as the same bug, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it cleanly represents the DeepSpeed ZeRO-3 BERT out-of-bounds index failure and matches the strongest duplicate pair in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45800 is the best global representative: it is concrete, version-specific, and cleaner than the follow-up report it duplicates.", + "best_issue_reason": "issue:43596 is the best overall issue to anchor triage: it is concrete, reproducible, and has the clearest true duplicate relationship to issue:43638.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config field in Qwen3.5 vs streaming chat/completions API error." + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions breakage." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and hardware paths; GPT-OSS on AMD GPUs is unrelated to an MPS int histogram error." + "reason": "Different concrete bugs: AMD GPU failure vs MPS histogram op missing for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different subsystems: multimodal dtype mismatch vs AMD GPU runtime failure." + "reason": "Different model/runtime problems: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as GPT-OSS on AMD GPUs." + "reason": "Both are dtype-related, but they affect different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/runtime issues; Nemotron example breakage is not the same as GPT-OSS AMD GPU failure." + "reason": "Unrelated failures: GPT-OSS on AMD GPUs vs Nemotron example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different concrete bugs: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + "reason": "Different concrete bugs: AMD GPU failure vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export." + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and FineGrainedFP8 Qwen3Moe failure are different code paths." + "reason": "Different models and failures: ModernBERT export vs Qwen3Moe FineGrainedFP8Config." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time ONNX failure is not the same as Qwen3 auto device map cudaErrorAssert." + "reason": "Different issues: ONNX export failure vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG examples are different issues." + "reason": "Unrelated: table QA crash vs outdated RAG docs." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they refer to different removed docs/topics and are not the same defect." + "reason": "Both are stale-doc issues for v5 removals, but they target different removed items and pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Model export error is unrelated to the GenerationMixin import breakage." + "reason": "Different failures: export to ONNX vs GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training problems: TRL SFT embedding unpacking vs resume-with-local-model remote code issue." + "reason": "Different code paths: TRL SFT embedding unpacking vs resume/trust-remote-code training issue." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask shape error and Gemma4 PLE device mismatch are different forward failures." + "reason": "Different failures: mask shape mismatch vs Gemma4 device mismatch in forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are tensor/index errors, but the Bert ZeRO-3 initialization bug is a different code path from the mask-index mismatch." + "reason": "Same broad error class, but different concrete bugs and models." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to resuming training with remote code." + "reason": "Unrelated: ZeRO-3 BERT index error vs resuming local model training with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error class, but not the same concrete bug or model path." + "reason": "Different concrete error messages and model paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask indexing failure is unrelated to Qwen3.5 video chat-template token mismatch." + "reason": "Both involve shape mismatches, but the models and mechanisms differ." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures: mask shape mismatch vs GPT-OSS MoE tensor-parallel issue." + "reason": "Different failures: tensor mask mismatch vs GPT-OSS MoE TP issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training remote-code issue is unrelated to the broken Nemotron example." + "reason": "Different issues: remote-code resume failure vs Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration bug is unrelated to resume-with-local-model remote code." + "reason": "Different failures: Qwen3-VL video StopIteration vs training resume/remote-code issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Bert/ZeRO-3 IndexError and remote-code resume failure are different issues." + "reason": "Unrelated bugs." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + "reason": "Different models and domains: BarkProcessor preset handling vs ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the collective mismatch and Bert ZeRO-3 IndexError are not the same bug." + "reason": "Both involve DeepSpeed, but the concrete failures and models are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Very likely duplicate reports of the same DeepSpeed ZeRO-3/Bert IndexError on empty tensors during initialization." + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug; one title is just a more specific variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is not the same as GPT-OSS MoE tensor-parallel failure." + "reason": "Different failures: Liger kernel cross-entropy call vs GPT-OSS MoE TP issue." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save-load mismatch are unrelated." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are different problems." + "reason": "Unrelated model/runtime errors." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code AutoModel config_class errors." + "reason": "Different areas: processor failure for Voxtral vs remote-code config_class import error." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing recomputation mismatch is different from the mask-indexing error." + "reason": "Different failures: FSDP checkpointing recompute mismatch vs tensor mask shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the weight-dimension training error and collective mismatch are different bugs." + "reason": "Both are training/DeepSpeed issues, but not the same failure mode or code path." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Related model/component, but one is a CPU-offload forward incompatibility and the other is a meta/to_empty uninitialized-buffer bug; not the same defect." + "reason": "Related Qwen3.5 MoE rotary/offload symptoms, but the packet does not establish the same underlying bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Different bugs: BERT ZeRO-3 index error vs GPT-OSS only-TP failure." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation issue is unrelated to the custom trainer signature breakage." + "reason": "Different model behaviors: detokenization bug vs LoRA save/reload mismatch." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Different bugs: NVFP4 runtime error vs AMD GPU support failure." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Different model families and symptoms: multimodal dtype mismatch vs invalid method in GraniteMoEHybrid." + "reason": "Different models and code paths despite both involving training-time computation concerns." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different model-specific bugs." + "reason": "Both are ZeRO-3 index errors, but they affect different models and are not clearly the same bug." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different stale-doc references: removed pipeline tasks vs removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + "reason": "Different backend/model issues: autocast dtype mismatch vs MPS Int histogram op missing." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: TRL SFT embedding unpacking vs MPS histogram failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different failures and subsystems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: BERT ZeRO-3 index error vs GPT-OSS MoE TP issue." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM missing config field and Mistral regex patch crash are different code paths." + "reason": "Different models and failure modes: Gemma3 vLLM config error vs Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device mismatch in Gemma4 PLE is unrelated to expensive reverse embedding lookup in Gemma4 E2B/E4B." + "reason": "Same family (Gemma4), but different concrete bugs: device-mismatch forward vs expensive reverse embedding lookup." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Clear duplicate torch 2.4.1 incompatibility reports; same version-level issue with near-identical scope." + "reason": "Same torch 2.4.1 compatibility problem; the latter is just a less specific restatement." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 compatibility issue and Qwen-3 NVFP4 runtime failure are different bugs." + "reason": "Unrelated: generic torch version incompatibility vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Different failures: activation-checkpointing shape issue vs Qwen3 auto device-map assert." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS tensor-parallel failure." + "reason": "Different problems: autocast dtype mismatch vs GPT-OSS MoE TP failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image-preprocessor dtype mismatch are different issues." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Different models and failures: torch dynamo grouped_mm error vs image-preprocessor dtype mismatch." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example bug." + "reason": "Unrelated issues." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models and hardware paths; not the same underlying defect." + "reason": "Different model/runtime problems." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking failure are unrelated." + "reason": "Different bugs: NVFP4 runtime error vs TRL SFT embedding unpacking." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model-specific runtime errors with no concrete overlap." + "reason": "Different models and failure modes." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram_int issue are unrelated." + "reason": "Different bugs: invalid method call in GraniteMoEHybrid vs MPS histogram implementation gap." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different bugs." + "reason": "Different areas: TRL SFT embedding unpacking vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error are similar only superficially; not the same concrete issue." + "reason": "Different models and not clearly the same ZeRO-3 bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed items and would not be one duplicate issue." + "reason": "Different documentation cleanup targets." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS int histogram error are unrelated." + "reason": "Different underlying problems." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL trainer embedding issue is unrelated to the MPS histogram bug." + "reason": "Unrelated failures." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different model/runtime problems; no shared concrete code-path." + "reason": "Different bugs despite both touching training-time computation." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer argument error are unrelated." + "reason": "Different failures: collective mismatch in ZeRO-3 vs custom trainer loss signature mismatch." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP issue is unrelated to the GenerationMixin import error." + "reason": "Unrelated: checkpointing/FSDP issue vs import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and RAG docs example issue are unrelated." + "reason": "Different areas: GPU support bug vs outdated RAG docs." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask shape mismatch are different problems." + "reason": "Same model family, but different concrete forward-path bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary matches the packet: the cluster is mostly unrelated issues, with two conservative duplicate pairs accepted (43596/43638 and 45800/46515), and there are no PRs. The representative/canonical choice of issue:45800 is well supported by the titles and similarity signal." + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong: issue:45859 vs issue:45902 are clearly related to Qwen3.5 MoE rotary-embedding/materialization/offload behavior, yet the packet does not establish they are the same underlying bug. The wording \"same underlying ... problem\" overstates the evidence. The other accepted pairs are well supported, but this one makes the overall triage too aggressive." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -551,8 +563,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -622,8 +634,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:43872|issue:46304", "issue:44292|issue:46015", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -639,8 +651,8 @@ "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:36010|issue:39290", - "issue:44841|issue:45084", "issue:43404|issue:43866", + "issue:44841|issue:45084", "issue:41093|issue:41762", "issue:43296|issue:43366", "issue:45399|issue:46661", @@ -648,20 +660,20 @@ "issue:45800|issue:45823", "issue:44387|issue:45005" ], - "prepared_review_unit_hash": "217bb804c7e222b525afc7cbc17e697297d5b8a90f3b39d2614735db2149c3f7", + "prepared_review_unit_hash": "a863bca78f5f6f140b485663b93e6fb2ce33c48325897bef058a6a3f26910ea6", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39787, + "serialized_chars": 39788, "estimated_input_tokens": 9947, "estimated_eval_tokens": 20150 }, @@ -670,258 +682,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of distinct Transformers issues; only the tokenizer regression reports look like the same underlying bug. A few loading/ZeRO-3 and sliding-window items are superficially similar, but not safe to dedupe strictly.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the best umbrella: it is open, broad, and explicitly covers the same AutoTokenizer wrong-ID regression across multiple model families.", + "summary": "This cluster is mostly a mix of unrelated Transformers issues. I only see two clear duplicate families: a DeepSpeed ZeRO-3 empty-tensor IndexError and a v5 AutoTokenizer wrong-token-IDs regression. The rest are too model-/subsystem-specific to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the best issue canonical: it describes the broader tokenizer regression, covers multiple affected models, and is the clearest representative of the underlying bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the clearest multi-model repro set and ongoing discussion, making it the strongest representative issue for the cluster.", + "best_issue_reason": "issue:45920 is the strongest global issue candidate because it is open, broad in scope, and captures the shared v5 AutoTokenizer regression better than the Granite-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs missing text-encoder weight loading in Sam3Model." + "reason": "Both are loading/weight issues, but they affect different models and failure modes; not the same bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is a specific USE_DISTRIBUTED=0 breakage in v5.9.0." + "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 support breakage are different problems." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated regressions: PaddleOCR-VL loading in vLLM vs PyTorch distributed support breakage." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to distributed build support." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both hit ZeRO-3 index errors, but they involve different models and different loading/training paths; too broad to treat as the same bug." + "accept": true, + "reason": "Same underlying ZeRO-3 empty-tensor IndexError during model initialization/loading; model names differ but the code-path failure matches." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3TextConfig missing a field for vLLM is unrelated to Qwen3 auto device mapping causing a CUDA assert." + "reason": "Different model/config problems: missing Gemma3 config attribute vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different doc text and different removed/changed behaviors." + "reason": "One is a docs mismatch, the other is obsolete run-command documentation; not the same issue." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to distributed support regressions." + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS is unrelated to table-question-answering crashes." + "reason": "Different surfaces entirely: AMD GPU runtime support vs table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy routing is unrelated to a Qwen3-VL StopIteration video issue." + "reason": "Liger Kernel cross-entropy fallback and Qwen3-vl video StopIteration are different code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both touch multimodal/Qwen3.5 areas, but one is a device-map mismatch and the other is a chat-template video token mismatch." + "reason": "Both involve multimodal models, but device-mismatch forward failure is not the same as chat-template video token mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization bug vs outdated RAG documentation are not the same underlying change." + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral-Mini and Gemma4 PLE device mismatch are different code paths and symptoms." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs do not match." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is not the same issue as PyTorch distributed support being disabled." + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are separate compatibility issues." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression: both report wrong token IDs across multiple models after the v4\u2192v5 transition, with 45920 being the broader umbrella." + "reason": "Same tokenizer regression: both report wrong token IDs from AutoTokenizer in v5; 45920 is the broader representative report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading failure are different model-specific problems." + "reason": "Different model checkpoint-loading failures with no shared concrete code path." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed build support." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to RAG example documentation." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to RAG example docs." + "reason": "bitsandbytes Int8Params constructor mismatch is not the same as the PyTorch distributed support break." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different models/configs and are not clearly the same defect." + "reason": "Both mention sliding window, but the model/config failures are different and not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the reported shapes and the zero-sized-tensor symptom point to different bugs." + "reason": "Both are IndexErrors, but the tensor-mask mismatch and ZeRO-3 size-0 initialization failure are distinct." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper-large-v2 loading failure is unrelated to table-question-answering crashes." + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash load failure and Ovis2 checkpoint corruption are separate model-specific issues." + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and a pydantic PretrainedConfig field regression are unrelated." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different compatibility layers." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crashes do not share a concrete bug or fix path." + "reason": "Incorrect detokenization and table-question-answering crashes do not share a concrete bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 BertModel loading error is unrelated to a torch/transformers version incompatibility report." + "reason": "ZeRO-3 IndexError and torch/version incompatibility are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model loading and pydantic config-field breakage are unrelated." + "reason": "Whisper model loading and PretrainedConfig pydantic breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat behavior, but one is a crash in transformers chat and the other is a streaming chat/completions API failure; not the same bug." + "reason": "Both mention Qwen3.5 and chat, but one is a crash and the other is a streaming API failure; not clearly the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error does not match table-question-answering task crashes." + "reason": "Different model/runtime failure and task crash; no shared concrete code path." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM config error and Gemma4 device-map mismatch are different issues." + "reason": "Different model families and different failure types." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure for Qwen3.5-0.8B is unrelated to the MPS histogram int-type error." + "reason": "Streaming chat API failure and MPS histogram operator error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different runtime backends and different ops: torch dynamo grouped_mm tracing vs MPS histogram implementation." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS int histogram issue." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is unrelated to an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Gemma3TextConfig sliding-window regression." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Voxtral processor failure and a template-compilation TypeError are distinct problems." + "reason": "Tied lm_head weights in Mistral3 and Ovis2 checkpoint corruption are separate problems." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Mistral3 tied-weights bug is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Processor failure and template-node compilation error are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different IndexError signatures and different model/setup contexts; not a reliable duplicate." + "reason": "Different IndexError shapes and different loading scenarios; not the same bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-support issues." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback gating and remote-code config_class errors are separate from each other." + "reason": "Flash-attn fallback logic and remote-code model_class/config_class handling are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig field breakage." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device-map forward mismatch are different bugs." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM from higher CUDA reserved memory is not the same as tied-weights issues in translation models." + "reason": "Int4 CUDA reserved-memory/OOM regression and tied-weights translation-model issue are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45812 vs issue:45920, is reasonably supported by the titles as the same AutoTokenizer wrong-token-ID regression across different model families. The remaining pair rejections are appropriately cautious given the evidence available." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is supported by the broader v5 AutoTokenizer regression in issue:45920, and the two accepted duplicate families (issue:41762/issue:43596 and issue:45812/issue:45920) are plausible from the titles and descriptions. The remaining non-duplicates are appropriately treated as model- or subsystem-specific rather than overmerged." }, "evaluator_used": true, "retried": false, @@ -937,8 +955,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -997,8 +1015,8 @@ "issue:43366|issue:45464", "issue:44291|issue:45070", "issue:43531|issue:45070", - "issue:43541|issue:44589", "issue:43716|issue:46294", + "issue:43541|issue:44589", "issue:45020|issue:45800", "issue:41093|issue:43596", "issue:44479|issue:46294", @@ -1018,225 +1036,231 @@ "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:44492|issue:44512", - "issue:44918|issue:45507", "issue:46489|issue:46491", + "issue:44918|issue:45507", "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "51b4819a636ad67399c8a1e195e1c425f6a90aa09eef5918c9101f5784fb7e69", + "prepared_review_unit_hash": "c822c6849464fd22d1acabd7161119693e01d403d086fa9fe479dc33803de570", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36257, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model-specific regressions, tokenizer issues, config/loading bugs, and docs/runtime complaints. Only a couple of soft links look like true duplicates, notably the Qwen video-input regression and the input-validation error-message bug.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span multiple distinct bugs; if an umbrella representative is needed, issue 45020 is the broadest v5/remote-code regression, but it is still not a true canonical duplicate for most items.", + "summary": "This cluster is mostly heterogeneous: validation errors, multimodal regressions, tokenizer issues, and model-loading bugs. Only the remote_code/custom-module loading pair looks like a likely duplicate; the rest are distinct root causes.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 is the broader, more representative report: it describes the end-user failure mode (`from_pretrained` loading the wrong custom module), while issue:45632 looks like a specific cache-path collision symptom of the same remote-code loading path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the closest high-level umbrella for the cluster\u2019s repeated v5/remote-code breakage theme, but the cluster remains too mixed for a strong canonical choice.", + "best_issue_reason": "issue:45698 is the best representative issue because it captures the general custom-module loading bug in a way that can subsume the narrower cache-collision symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are indexing/shape-related, but they describe different failures in different code paths and models; not the same underlying bug." + "reason": "Both mention mask/shape failures, but they appear to involve different code paths and models (generic tensor masking vs Qwen3.5 input embeddings with TRL)." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/TP failures with different triggers; too broad a similarity to treat as one bug." + "reason": "Different failures: torch dynamo/grouped_mm tracing in Mixtral vs TP not working for GPT-OSS MoE. Same broad MoE area, not the same bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to the Qwen3.5 streaming inference failure." + "reason": "GPT-OSS GGUF architecture support is a loader/model-compatibility request, not the same issue as Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both involve v5 breaking changes, but one is init_empty_weights arg handling and the other is PretrainedConfig/pydantic behavior; not the same bug." + "reason": "One is an `_is_hf_initialized` constructor argument error, the other is a pydantic `PretrainedConfig` field break. Different regressions." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior is unrelated to the PretrainedConfig pydantic regression." + "reason": "Qwen3-MoE sliding_window behavior and pydantic `PretrainedConfig` break are unrelated changes." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are distinct runtime issues." + "reason": "Both are multimodal/video-related, but one is an image preprocessor dtype mismatch and the other is a video chat-template token/feature count mismatch." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Both are multimodal dtype/input issues, but one is image preprocessor dtype mismatch and the other is video token/feature mismatch; not clearly the same bug." + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime/kernel issues." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "General remote_code breakage and torch/transformers version incompatibility are related only at a high level, not the same concrete defect." + "reason": "Remote-code breakage in recent transformers and torch/transformers version incompatibility are different problems." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different tensor/mask paths and different models." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a DeepSpeed ZeRO-3 init out-of-bounds error." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "These look like the same Qwen video-input regression: both describe video feature/token mismatch failures in the Qwen3.5/Qwen video pipeline." + "accept": false, + "reason": "Both involve Qwen video input, but one is a broad v5.3.0 regression across several model families and the other is a specific apply_chat_template mismatch on Qwen3.5-9B." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve Siglip2, but one is a quality/regression report and the other is an AutoModel/pipeline output bug; not enough evidence they are the same defect." + "reason": "SigLIP2 text embedding quality and SigLIP2 AutoModel/pipeline nonsense outputs are related model-family symptoms, but not the same concrete bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite multimodal config handling and Qwen3_5Moe rotary embedding initialization are different code paths." + "reason": "`from_config` not unwrapping `text_config` and uninitialized `inv_freq` after `to_empty` are separate Qwen multimodal issues." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 availability/fallback behavior is unrelated to remote-code model_class/config_class loading." + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated loader/back-end failures." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking in TRL are distinct failures." + "reason": "FSDP 2-D weight constraint and Qwen3.5 input embedding unpacking are different bugs." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and TRL input-embedding unpacking are different bugs." + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5/TR L input embedding unpacking do not share the same failure path." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "These are unrelated model-quality/model-family issues." + "reason": "High perplexity on GPT-OSS and GLM5 are model-specific quality/behavior reports, not the same issue." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both touch remote-code loading, but one is a leaf-dir cache collision and the other is wrong custom module selection after save_pretrained; not the same concrete bug." + "accept": true, + "reason": "Both describe the same remote_code/custom-module loading problem: a cache/path resolution bug causing `from_pretrained` to pick the wrong module, with 45632 presenting a specific collision symptom." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and Flash Attention fallback gating are unrelated." + "reason": "Jupyter custom-model init breakage and flash-attn fallback blocking are unrelated compatibility issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3 image-text generation and translation-model tied-weights issues are different model families and code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 failure and Flash Attention fallback checks are different issues." + "reason": "Qwen3MoE FP8 failure and flash-attn fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are unrelated." + "reason": "PagedAttentionCache crash on Qwen3.5 and tied-weights translation-model bug are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights translation-model issues do not match." + "reason": "Quantization/offloading behavior and tied-weight translation models are different concerns." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion and a removed-docs-command typo are unrelated." + "reason": "DSA indexer discussion and docs mentioning removed run command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation tied-weights are different problems." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "These are the same validation bug family: incorrect input_ids/inputs_embeds XOR/error-message handling, with 46463 as a T5-specific manifestation." + "accept": false, + "reason": "Both are validation/error-message issues, but one is generic `input_ids`/`inputs_embeds` XOR logic and the other is T5 decoder-input validation; not enough to treat as the same bug." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." + "reason": "A typo in cache strategies and docs mentioning a removed command are unrelated." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms (DeepSeek-Coder output vs CodeLlama leading-space round-trip)." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms; not safe to merge as one bug." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different model-integration failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization regression and init_empty_weights/_is_hf_initialized loading error are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model-loading/runtime failures with no clear shared underlying defect." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method calls are distinct model-specific failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster\u2019s heterogeneity. The two accepted soft links are defensible as same-bug families, and the rejected pairs are phrased cautiously without overclaiming duplicates." + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The only accepted soft pair (45632/45698) is a plausible duplicate based on the titles alone, while the other pairs are reasonably rejected as different bugs or code paths." }, "evaluator_used": true, "retried": false, @@ -1252,8 +1276,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -1314,8 +1338,8 @@ "issue:43828|issue:44928", "issue:43872|issue:44589", "issue:45920|issue:46489", - "issue:43866|issue:44403", "issue:43054|issue:45701", + "issue:43866|issue:44403", "issue:43950|issue:45902", "issue:38175|issue:43054", "issue:41553|issue:43883", @@ -1326,15 +1350,15 @@ "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:43975|issue:45520", + "issue:42947|issue:43856", "issue:24643|issue:28530", "issue:44403|issue:44488", - "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", - "issue:43824|issue:43872", "issue:45685|issue:45823", "issue:43782|issue:44960", + "issue:43824|issue:43872", "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1342,247 +1366,247 @@ "issue:42491|issue:44368", "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "d7e4b42f388b7e6377b9a13e610a99b8af9bbae7e32bd31aff9ad06d23e67087", + "prepared_review_unit_hash": "77df2676d467009f09fdf7415025ddd968257076420b4d51df23339b14225d6d", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38114, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "serialized_chars": 38110, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated loading/training regressions, with one clear non-persistent-buffer corruption cluster and one plausible SigLIP2 implementation-discrepancy pair. The 43950/45902 edge should be rejected: 45902 looks like a related materialization/uninitialized-memory symptom, but not the same regression as the broader from_pretrained() buffer corruption bug.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43950 is the broadest and clearest representative of the transformers 5.x non-persistent-buffer corruption regression; it captures the shared root symptom better than the narrower follow-up reports.", + "summary": "The cluster is mostly heterogeneous, but there is a clear duplicate thread around the Transformers v5 non-persistent buffer corruption regression in `from_pretrained` / `to_empty`. Most other pairs only share a broad model-loading or tokenizer theme and should not be merged.", + "confidence": 0.68, + "canonical_issue_reason": "`issue:43950` is the clearest concrete bug in the set and the strongest duplicate hub: it precisely describes the v5 non-persistent-buffer corruption regression, with close overlap to `issue:44534` and `issue:45902`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the shared buffer-corruption defect and subsumes the closely matching junk-filled buffer reports without overextending to adjacent materialization bugs.", + "best_issue_reason": "`issue:43950` is the best representative issue overall because it is specific, actionable, and central to the only clearly duplicated bug thread in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying transformers 5.x non-persistent-buffer corruption bug." + "reason": "Same underlying v5 regression: non-persistent buffers are mishandled/corrupted during load/materialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch/quantization issue and the other is a model-quality complaint; not the same bug." + "reason": "Both mention SigLIP2, but one is a doc example/model mismatch and the other is embedding quality; not the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Direct duplicate report of the non-persistent-buffer junk regression." + "accept": false, + "reason": "`trust_remote_code` missing fields is a different config-return bug than buffer corruption in `from_pretrained`." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure modes and code paths: custom compute_loss arg handling vs Gemma3 loading under DeepSpeed ZeRO-3." + "reason": "Different code paths: custom trainer API signature vs DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different execution bugs: autocast dtype mismatch vs 3D position_ids / flash-attn handling." + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs Qwen3.5 3D `position_ids` / flash-attn crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different low-level compatibility problems: bitsandbytes kwarg mismatch vs missing Float8 storage object." + "reason": "Both are quantization-related, but the `Int8Params` kwarg breakage and missing `Float8` storage are separate incompatibilities." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer-regression area, but not the same concrete defect." + "accept": true, + "reason": "Both are tokenizer-output regressions in v5; `46489` looks like a model-specific gap in the broader wrong-token-IDs bug." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Unrelated issues: checkpoint corruption vs generic loading noise." + "reason": "SigLIP2 embedding quality issue is not the same as a general tokenization-version change." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43866", + "right": "issue:44403", "accept": false, - "reason": "SigLIP2 embedding-quality complaint is not the same as a version-wide tokenization change." + "reason": "Checkpoint corruption and load-time noise are unrelated." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Related symptom area, but 45902 is a more specific meta\u2192to_empty(cuda) materialization/uninitialized-memory problem, not clearly the same non-persistent-buffer corruption regression." + "accept": true, + "reason": "Same family of bug: non-persistent buffer/materialization path leaves buffers uninitialized or junk-filled." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are insufficiently specific to call the same bug." + "reason": "Both concern SigLIP2 quality, but zero probabilities and worse embeddings are not clearly the same defect." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different loading problems for different models; no shared concrete root cause is evident." + "reason": "Different models and failures: bad AutoTokenizer error message vs missing attribute on `MolmoForCausalLM`." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5/MoE bugs: flash-attn illegal access with 3D position_ids vs CPU offload incompatibility in rotary embedding." + "reason": "Flash-attn packed-sequence crash and CPU-offload incompatibility in Qwen3.5 MoE are distinct issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but the mechanisms differ: gradient checkpointing ineffectiveness vs increased reserved memory under int4 quantization." + "reason": "LoRA gradient-checkpointing behavior and int4 memory/OOM regression are different problems." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Plausibly the same SigLIP2 implementation discrepancy: degraded text embeddings fit an HF-vs-JAX mismatch." + "accept": false, + "reason": "Performance regression in SigLIP2 embeddings is not the same as a general HF-vs-JAX implementation discrepancy." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different bugs in different models/code paths: Gemma4 FSDP2 KeyError vs Qwen3_5Moe buffer materialization." + "reason": "Gemma4 FSDP2 `KeyError` from shared state rebuilding is unrelated to buffer initialization corruption." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different loading failures for different models and causes." + "reason": "Different model-loading failures with no clear shared code-path." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs inability to load a specific model; not the same defect." + "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to a Python 3.13 flash_attn import error." + "reason": "Tokenizer detokenization regression and Python 3.13 `flash_attn` import failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue is separate from Qwen3 MoE memory inefficiency." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to early-stopping metric selection." + "reason": "DeepSpeed weight-shape error and early-stopping metric handling are unrelated training issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; not the same issue." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "Both involve memory usage, but one is LoRA checkpointing behavior and the other is Qwen3 MoE training efficiency." + "reason": "Generic load noise and `cjvt/sleng-bert` load failure are not the same concrete bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related to remote_code, but one is missing fields in AutoConfig and the other is a broader regression breaking remote_code models." + "reason": "`trust_remote_code` returning incomplete config fields is broader-adjacent but not the same as remote-code model breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/load failures: Gemma3 with ZeRO-3 vs Qwen3 MoE with FineGrainedFP8Config." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 failure are different model/setup issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer-loading failure for a specific model is unrelated to flash-attn fallback gating." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Different compatibility issues: missing Qwen2_5_VL export vs bitsandbytes Int8Params kwarg mismatch." + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram int support error is unrelated to Gemma4 device placement mismatch." + "reason": "MPS histogram/int support error and Gemma4 PLE device mismatch are distinct." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different error classes: Qwen3VL weight_only loading error vs GLM5 loading." + "reason": "Qwen3VL weight-only load error and GLM5 issue are different model-specific failures." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and bitsandbytes `Int8Params` incompatibility are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Unrelated loading failures for different models and root causes." + "reason": "GLM-4V loading failure and missing `all_tied_weights_keys` on Molmo are different bugs." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regression and Gemma4 device_map forward mismatch are separate issues." + "reason": "Remote-code breakage is not the same as Gemma4 device-map forwarding mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case is not the same bug as the remote_code regression." + "reason": "Tokenizer mapping-name edge case and remote-code regression are different code paths." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash is unrelated to flash-attn fallback gating." + "reason": "Mistral regex patch crash and flash-attn2 fallback gating are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Different Qwen3/Qwen3.5 LoRA-related problems: cross-version incompatibility vs tied-embeddings warning." + "reason": "LoRA compatibility break between versions and a tie-word-embeddings warning are not the same bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model execution bugs: autocast dtype mismatch vs device-map placement mismatch." + "reason": "Autocast dtype mismatch and device-map forward device mismatch are different failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:43950 vs issue:45902. The titles support a possible related loading/materialization bug, but not clearly the same non-persistent-buffer corruption regression, so calling it a duplicate overstates the case. The SigLIP2 pair is more plausible, but the overall set is not conservative enough to accept as-is." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The 43950/44534/45902 thread is clearly the strongest duplicate family from the titles, and the other pairwise rejections are appropriately cautious. The accepted tokenizer pair (45920/46489) is also plausibly the same v5 regression family from the titles, not an overclaim." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1595,8 +1619,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -1650,14 +1674,14 @@ "issue:46661" ], "soft_pairs": [ - "issue:45020|issue:45356", "issue:45715|issue:46315", + "issue:45020|issue:45356", "issue:45488|issue:46489", "issue:43827|issue:44509", "issue:43404|issue:43950", "issue:45759|issue:46661", - "issue:42915|issue:43872", "issue:43872|issue:44291", + "issue:42915|issue:43872", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", @@ -1670,220 +1694,220 @@ "issue:44479|issue:44560", "issue:41093|issue:44805", "issue:41553|issue:44488", - "issue:24643|issue:30064", "issue:44863|issue:46402", + "issue:24643|issue:30064", "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:43596|issue:46515", - "issue:43366|issue:43531", "issue:45325|issue:45902", + "issue:43366|issue:43531", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "afac19b70ede5dd449c1a6a671a66e4c4a75f6143c2267567392667a65173197", + "prepared_review_unit_hash": "da55aa20d941cd43cdbbbc847a0848d0bdd2176149056bad86d56dfc2ef647a2", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36623, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous regressions and model-specific bugs. The strongest duplicate clusters are the v5 docs cleanup, the `_is_hf_initialized` loading regression, and the generic mask-shape IndexError pair. The DeepSeek/Llama tokenizer pair is related but not the same underlying bug from the packet alone.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44291 is the clearest representative because it states the concrete loading failure and root cause (`_is_hf_initialized` on init-empty loading), while 43872 is a narrower symptom of the same path.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, with a small subset of true duplicates around docs cleanup, `_is_hf_initialized` init-time incompatibilities, and the same mask/index shape-mismatch error pattern. Most other pairs are only thematically similar (tokenizers, DeepSpeed, Qwen/Gemma loading) but not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it frames recent-version regressions breaking remote_code / model loading, which best matches the overall cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the best global issue anchor because it most precisely identifies a concrete code-path regression with a plausible single fix target; the rest of the cluster is mostly separate model-specific or docs-only problems.", + "best_issue_reason": "Issue 46661 is the most concrete, actionable representative of the loading-regression subset: a specific remote-code `from_pretrained` failure with a clear stack-level symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Both are recent-version regressions, but they affect different areas: remote-code model loading vs tokenizer handling for Kimi-K2.5." + "reason": "Both are tokenizer performance regressions, but they hit different methods (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and look like separate hotspots." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer performance issues, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and do not read as the same bug." + "reason": "Broad remote_code loading regressions vs a specific Kimi-K2.5 tokenizer codec-handling regression; related theme, not the same bug." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the packet only gives titles and they point to different model families/failure modes; related, not clearly the same bug/root cause." + "reason": "Both mention DeepSeek tokenization, but one is a LlamaTokenizer pre-tokenizer override issue and the other is a DeepSeek-Coder output regression; different root causes." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs cleanup problem: stale v5 documentation still references removed pipeline tasks like summarization and translation." + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; this is the same documentation cleanup issue." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a weight-tying bug in Mistral3ForConditionalGeneration; the other is a from_pretrained buffer-corruption regression." + "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption in `from_pretrained()` are different loading bugs." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "These are different model-loading failures: composite config unwrapping vs remote-code `config_class` lookup." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "Qwen3Moe FP8 failure and the bitsandbytes `_is_hf_initialized` incompatibility are different issues affecting different paths." + "reason": "Both are composite/remote-code model-loading issues, but one is `from_config` unwrapping `text_config` and the other is a `from_pretrained` `config_class` AttributeError." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same root cause: an unexpected `_is_hf_initialized` argument breaks loading/initialization, with 44291 describing the regression directly." + "reason": "Both describe the same `_is_hf_initialized` kwarg incompatibility during initialization/loading of model weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3 MoE is unrelated to the bitsandbytes `_is_hf_initialized` constructor error." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code models, but one is a broad regression claim and the other is a specific `config_class` attribute error; too broad to merge." + "reason": "Issue 45020 is a broad umbrella; 46661 is one specific remote-code failure mode, so they are not the same concrete bug." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "The Whisper failure and `_torch_extract_fbank_features()` issue may be related, but the packet does not establish the same concrete bug path." + "reason": "Both involve Whisper/audio, but the titles point to a generic \"can't run\" report versus a specific `_torch_extract_fbank_features()` problem; not enough to treat as the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "One is a Qwen3 MoE weight-conversion/loading problem; the other is DeepSpeed gradient averaging with GAS." + "reason": "One is a DeepSpeed weight-conversion/load failure, the other is a gradient-averaging bug during training; different code paths." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing being ineffective in PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a remote-code variant." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust_remote_code model." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they involve different models and different failure modes." + "reason": "Both are tokenizer-loading problems, but they concern different models and different failure modes (bad error message vs outright load failure)." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `num_items_in_batch` in custom trainer loss and a tensor-mask shape mismatch are unrelated errors." + "reason": "`compute_loss()` kwarg incompatibility and a mask/tensor shape mismatch are unrelated training/runtime errors." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed weight-loading bugs, but one is Qwen3-Next missing params and the other is Qwen3.5 `language_model` loading." + "reason": "Both are ZeRO-3 load failures for Qwen models, but they target different model variants and different missing-weight symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unit-test model loading failure and NemotronH checkpoint loading failure are different model-specific problems." + "reason": "Different architectures and different load failures: GLM-4.7-Flash unit-test loading vs NemotronH checkpoint loading." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion in Qwen3.5 and a flash-attention `s_aux=None` crash are unrelated." + "reason": "RLHF NaN explosion from Qwen3.5 position IDs is a numerical/training issue, not the flash_attention `s_aux=None` crash." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen/VL regressions, but one is a video-input regression and the other is a StopIteration on Qwen3-vl-embedding." + "reason": "Both concern video inputs in Qwen VL-family models, but one is a broad v5.3.0 regression and the other is a specific `StopIteration` in Qwen3-VL-Embedding; not clearly the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Both describe the same generic index/mask length mismatch error with an off-by-one sized indexed tensor." + "reason": "These are the same mask/index shape-mismatch error pattern, just with different concrete dimensions shown in the error message." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading issues for different models; one is an error message problem, the other is a load failure." + "reason": "Different tokenizer-loading failures on different models; only superficially similar." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Training with DeepSpeed and void segmentation-map processing are unrelated." + "reason": "Both are model weight-loading issues, but they involve different model families and different missing parameters." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "NemotronH checkpoint loading and Sam3 text-encoder weight loading are different model-specific failures." + "reason": "DeepSpeed training `weight must be 2-D` and void segmentation-map processing are unrelated bugs." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different problems." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a torch autocast dtype mismatch in Phi-tiny-MoE are different issues." + "reason": "GGUF/gpt-oss architecture support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero-3/BertModel index-out-of-bounds and torch 2.4.1 incompatibility are not the same bug." + "reason": "Zero3/BertModel empty-index failure and torch 2.4.1 incompatibility are not the same bug." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Qwen2.5-VL rope scaling for still images and Qwen3.5-MoE uninitialized `inv_freq` are different rotary/position-id issues." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Both touch rotary/position handling, but one is a rope-index scaling bug and the other is uninitialized `inv_freq` memory after materialization." + "reason": "GPT-OSS GGUF support and Qwen3-MoE `sliding_window` behavior are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Gemma4 device mismatch are separate forward-pass bugs." + "reason": "Both are Gemma4 issues, but one is a FSDP2 KeyError in attention and the other is a device-map mismatch during forward; distinct bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but one soft-edge accept overstates the evidence: `issue:45488` vs `issue:46489` are both tokenizer regressions, yet the packet only gives titles and they point to different model families/failure modes. From the packet alone, that is better described as related rather than the same bug/root cause. The other accepted pairs look reasonably conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft-edge pairs. The accepted duplicates are well-supported (docs cleanup, `_is_hf_initialized`, and the mask/index shape mismatch), and the rejected pairs are phrased as related-but-distinct rather than overclaimed duplicates. Canonical/best issue choices are also defensible from the cluster." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1896,8 +1920,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -1952,23 +1976,23 @@ ], "soft_pairs": [ "issue:43638|issue:46515", - "issue:43716|issue:44560", "issue:44155|issue:45584", - "issue:43366|issue:44589", + "issue:43716|issue:44560", "issue:43950|issue:45834", + "issue:43366|issue:44589", "issue:43824|issue:43957", - "issue:42915|issue:43957", "issue:44560|issue:45685", + "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:44560|issue:44918", "issue:44683|issue:46515", "issue:42617|issue:43366", - "issue:36010|issue:42915", "issue:45812|issue:46489", + "issue:36010|issue:42915", "issue:45823|issue:46515", - "issue:44560|issue:44805", "issue:44661|issue:45823", + "issue:44560|issue:44805", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44877|issue:45030", @@ -1980,26 +2004,26 @@ "issue:42491|issue:43720", "issue:43644|issue:44534", "issue:41720|issue:42915", - "issue:42915|issue:44756", "issue:42491|issue:45276", + "issue:42915|issue:44756", "issue:44451|issue:44488", "issue:46459|issue:46512", "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "864186513e4275ee288d5726dc92703705a6154b26d368d7b98ea126d8303a92", + "prepared_review_unit_hash": "09b6ffdf12886ea1f4282f536d0d025cd7cbdabc9ad8b56e81ebca5857b5674a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37774, + "serialized_chars": 37775, "estimated_input_tokens": 9444, "estimated_eval_tokens": 19144 }, @@ -2008,216 +2032,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of Transformers v5 regressions and model-specific inference/load bugs. Only a few soft edges look like true duplicates; most pairs are different code paths or different models. No PRs are present in this cluster.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43646 is the broadest representative of the main theme here: Transformers v5 breaking custom model initialization/loading. It also subsumes the notebook-specific variant in issue:43645 better than any narrower report.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with only a few likely duplicate pairs. The clearest duplicates are the non-persistent buffer regression, the SigLIP2 output regression, and the BERT model-loading failures for two specific checkpoints. The rest are different models, code paths, or failure modes.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it captures the broadest and most reusable regression label among the mostly heterogeneous issues, even though the cluster is not a tight duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different bugs: zero3/BertModel init failure vs a generic torch 2.4.1 incompatibility." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Different model paths: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Different bugs: DeepSpeed ZeRO3/BertModel indexing vs a generic torch 2.4.1 incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; not the same bug." + "reason": "Both are multimodal, but the concrete bugs differ: image preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are regressions, but non-persistent buffer corruption and Kosmos2.5 OCR index error are different failures." + "reason": "Different code paths: non-persistent buffer corruption vs long-OCR index error." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Import-path regression for Qwen2_5_VL vs generic torch.device(\"meta\") loading breakage." + "reason": "Unrelated issues: GGUF gpt-oss architecture support vs missing Float8 storage handling." }, { - "left": "issue:42915", + "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FP8 failure and meta-device loading failures are different code paths." + "reason": "Different loading problems: missing Qwen2.5-VL export vs meta-device loading failure." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated bugs: Qwen3-VL video StopIteration vs an MPS histogram/int error in MoE." + "reason": "Different subsystems: Qwen3-vl video embedding failure vs MPS histogram support in MoE." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs meta-device model loading." }, { "left": "issue:43645", "right": "issue:43646", - "accept": true, - "reason": "Same underlying regression: custom model initialization breaks in Transformers v5; the notebook context is just a reproduction detail." + "accept": false, + "reason": "Related theme, but not clearly the same concrete bug: notebook-specific custom model init vs general custom model initialization." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/runtime issues: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention packed-sequence misread." + "reason": "Different attention-path bugs in different models: Bamba torch.compile/SDPA vs Qwen3.5 flash-attn illegal access." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3-family failures with different symptoms and code paths." + "reason": "Different failures: Qwen3-vl video handling vs TRL SFT embedding unpacking." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to a torch 2.4.1 compatibility issue." + "reason": "Different version incompatibilities: compiled flex_attention on torch>=2.9 vs a torch 2.4.1 issue." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "Unrelated: a 3d_parallel runtime failure vs GGUF gpt-oss support." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "GenerationMixin import error is unrelated to Qwen3MoE FP8 loading failure." + "reason": "Both are tokenizer regressions, but for different models and different root causes." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Completely different issues: GenerationMixin import error vs Qwen3Moe FP8 failure." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch during forward is not the same as a generic torch version incompatibility." + "reason": "Different problems: Gemma4 PLE device mismatch vs a generic torch version incompatibility." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Video StopIteration and mask/tensor shape IndexError are different bugs." + "reason": "Different bugs: add-new-model-like validation vs Gemma4 forward device mismatch." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping model-registration bug vs Gemma4 PLE device mismatch; not the same issue." + "reason": "Different failure modes: video StopIteration vs mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both report broken SigLIP2 base-patch16-224 outputs on the same model family, with the same underlying inference regression." + "reason": "Same underlying SigLIP2-base-patch16-224 regression: both report nonsensical/zero outputs from the same model family." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Different issues: _is_hf_initialized breakage vs Kosmos2.5 long-input index error." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they are different model configs and not clearly the same concrete bug." + "reason": "Both involve config validation, but the affected models and specific validation failures are different." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel init failure is unrelated to the TOKENIZER_MAPPING_NAMES add-new-model-like bug." + "reason": "Different paths: DeepSpeed ZeRO3 BertModel initialization vs add-new-model-like handling of tokenizer mappings." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel init failure and tokenizer-mapping logic failure are different code paths." + "reason": "Different code paths: empty-tensor/BertModel ZeRO3 init vs add-new-model-like validation." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "gpu+cpu offload loading failure and Strix Halo mmap OOM are different problems." + "reason": "Different bugs: gpu+cpu offload loading vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: tokenizer-mapping validation vs tensor mask shape mismatch." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but the SigLIP2 output regression and the doc-example model/processor mismatch are not clearly the same bug." + "reason": "Same model family, but different concrete reports: output regression vs docs example/model-processor mismatch and quantization errors." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are unrelated." + "reason": "Different issues: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight loading." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk; the titles are near-paraphrases." + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk; the titles describe the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping assert and Qwen3MoE FineGrainedFP8 failure are different runtime paths." + "reason": "Different model-specific failures: Qwen3 auto device mapping CUDA assert vs Qwen3Moe FP8 config." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Different bugs in different model families: Qwen3 MoE LoRA loading vs Gemma4 token embedding resize behavior." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Unrelated: Qwen3Moe FP8 failure vs mmap/OOM mitigation on Strix Halo." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but the titles point to different models and no shared concrete bug is visible." + "accept": true, + "reason": "Both report the same latest-version inability to load specific BERT checkpoints; likely the same loader/config regression." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is checkpoint loading and the other is from_config/config-state synchronization." + "reason": "Related dtype theme, but not the same bug: composite-checkpoint loading ignores dtype vs from_config leaves config.dtype stale." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 Flash Attention generation failures are unrelated." + "reason": "Different model families and failures: GLM5 issue vs Qwen3.5 flash-attention generation problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative about the mostly loose/heterogeneous relationships. The accepted soft edges that are marked as duplicates are plausibly supported by the titles, especially the exact non-persistent-buffer regression pair and the shared SigLIP2 model-family pair. No PRs are present, so there is no mergeability concern to flag." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the titles, and the non-accepted soft edges mostly explain plausible but distinct bug surfaces without overclaiming." }, "evaluator_used": true, "retried": false, @@ -2233,8 +2263,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -2295,37 +2325,37 @@ "issue:43708|issue:44075", "issue:39692|issue:43994", "issue:43856|issue:44387", - "issue:43854|issue:43931", "issue:43257|issue:43854", + "issue:43854|issue:43931", "issue:42491|issue:45292", "issue:42491|issue:43931", "issue:44960|issue:46050", "issue:45488|issue:45812", "issue:45362|issue:45406", - "issue:44164|issue:44291", "issue:45276|issue:45335", + "issue:44164|issue:44291", "issue:44910|issue:45588", "issue:44402|issue:44488", - "issue:43425|issue:43957", - "issue:43873|issue:44387", "issue:42947|issue:45704", - "issue:41720|issue:44155", + "issue:43873|issue:44387", "issue:43404|issue:43454", + "issue:41720|issue:44155", "issue:39692|issue:44960", + "issue:43425|issue:43957", "issue:45663|issue:45759", - "issue:44291|issue:44756", "issue:36010|issue:39404", + "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44387|issue:44756" ], - "prepared_review_unit_hash": "bbdead1abf518d03a512a25ad4a0ec67571bf5239e236b70e177666a2597caea", + "prepared_review_unit_hash": "c8ef710b0c0140de2373b8e5c234b613279e1fdefbd5097c54bf8a7ad9adb7ac", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, @@ -2340,199 +2370,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers regressions that only share broad themes like loading, quantization, or model-specific compatibility. I do not see any true duplicate pairs among the soft edges. If forced to pick a representative issue, 45812 is the clearest standalone regression.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45812 is the strongest representative: it reports a clear, broad tokenizer regression with explicit impact across Granite models and a well-defined failure mode.", + "summary": "This cluster is mostly heterogeneous. I only found a couple of true duplicate-like pairs: the two resize_token_embeddings regressions and the two lm_head-tie regressions; the rest look like separate bugs that happen to live in similar model/loading areas.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45276 is the clearest issue anchor: it describes a concrete, model-facing resize_token_embeddings regression and is the broader of the two matching embedding issues, so it best represents the duplicate pair with 45335.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best standalone issue candidate because it is concrete, high-signal, and broader in scope than the other reports; it is not a duplicate of them.", + "best_issue_reason": "issue:45276 is the strongest global issue candidate among the genuinely related items because it is specific, reproducible, and broad enough to cover the shared resize_token_embeddings failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different bugs: one is DeepSpeed ZeRO-3 failing to load language_model weights, the other is save_pretrained saving wrong visual encoder keys." + "reason": "Different failure modes: ZeRO-3 weight loading for language_model vs incorrect visual-encoder keys saved by save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different model families and failures: GraniteMoEHybrid invalid method call vs a broken Nemotron example." + "reason": "Unrelated models and symptoms; one is an invalid method call in GraniteMoEHybrid, the other is a broken Nemotron example." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both involve Qwen3/MoE resource behavior, but one is training memory inefficiency and the other is quantization/offloading not working; not the same code-path bug." + "reason": "Both mention MoE/quantization themes, but one is training memory inefficiency and the other is offloading behavior with quantization." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading problems, but they affect different models and likely different tokenizer/config paths." + "reason": "Both are tokenizer/loading regressions, but they involve different models and different concrete breakages." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Separate Transformers 5 regressions: non-persistent buffers getting junk vs Jupyter custom model initialization breaking." + "reason": "Non-persistent buffer junk vs Jupyter custom-model initialization are distinct transformer-5 regressions." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step \u0917\u0923ation issue vs SGD arguments being ignored; unrelated subsystems." + "reason": "Trainer checkpoint step calculation and SGD argument handling are unrelated bugs." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same family (SigLIP2) but different problems: a bad documentation example versus incorrect model outputs at runtime." + "reason": "Both involve SigLIP2, but one is a docs example with multiple issues while the other is a model/pipeline output problem." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/quantization, but one is MoE training memory use and the other is int4 reserved-memory OOM; different root causes." + "reason": "Different scope: Qwen3 MoE training memory usage vs generic int4 quantization OOM in Transformers 5.x." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Different load failures for different models: GLM-4.7-Flash unit test loading vs Qwen3-VL weight-shape mismatch." + "reason": "Different model families and code paths: Qwen3 MoE accelerate/deepspeed conversion vs GLM-4.7-Flash load failure." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in unit tests." + "reason": "Both are loading issues, but they concern different models and different failure mechanisms." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/hf5 compatibility issue for Qwen3 MoE is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "LoRA compatibility across versions is unrelated to a generic resize_token_embeddings/output_embeddings bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model and failure mode: Qwen3 MoE LoRA compatibility vs Qwen3-VL loading shape mismatch." + "reason": "Different problems: Qwen3 MoE LoRA portability vs a Qwen3-VL shape-mismatch load error." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 report versus sinq quantized save/load breakage; no shared concrete bug." + "reason": "GLM5 loading/setup issue is not the same as save_pretrained/from_pretrained corruption after sinq quantization." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one swaps the pre-tokenizer for DeepSeek V3/R1 while the other produces wrong IDs for Granite models; different models and mechanisms." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model/processor bugs." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate serialization/init issues." + "reason": "One is a chat crash on Qwen3.5-35B, the other is a Gemma4Processor attribute error in serve." }, { "left": "issue:45276", "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied/nested output or decoder embeddings across related composite model classes." + }, + { + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Similar symptom around resize_token_embeddings, but different architectures and affected submodules; not enough evidence of one shared bug." + "reason": "Serialization extra_state handling and init_empty_weights _is_hf_initialized argument handling are separate loading/saving issues." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Qwen3.5 illegal-memory-access issue from packed-sequence interpretation and the other is an AttributeError on s_aux=None." + "reason": "Both are in flash_attention code, but they fail on different conditions and different stack paths." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model versus a loading failure for another model; related theme but not the same bug." + "reason": "Tokenizer vocab-size mismatch in one model is not the same as a separate model-loading failure in another." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading breakage are distinct compatibility regressions." + "reason": "Gradient checkpointing with PEFT LoRA and apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading not working with quantization versus increased reserved memory causing int4 OOM; different failure mechanisms." + "reason": "Both are memory-related, but one is offloading behavior and the other is CUDA reserved memory growth under int4 quantization." }, { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and a T5 apex RMSNorm memory leak are unrelated." + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same concrete bug class: lm_head weights are not tied, causing bad generation in related multimodal model implementations." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference leakage are different bugs in different models." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model classes with separate implementations; no evidence they are the same concrete fix." + "reason": "SigLIP2 docs/example problems are unrelated to GLM5 model-loading issues." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 doc-example errors and GLM5 issues are unrelated." + "reason": "Torch 2.10 compatibility and meta-device loading breakage are different incompatibility classes." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is unrelated to Qwen 3.5 multimodal config unwrapping." + "reason": "Gemma-4 FSDP2 attention KeyError and Qwen 3.5 multimodal config unwrapping are separate model-specific bugs." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Unexpected _is_hf_initialized argument under init_empty_weights versus mmap OOM on Strix Halo are different bugs." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Importing GenerationMixin from transformers.generation and Whisper return_language pipeline regression are unrelated." + "reason": "init_empty_weights loading and mmap-on-Strix-Halo OOM are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention-state bug versus Qwen3.5 CPU-offload incompatibility in rotary embedding are different code paths." + "reason": "Gemma-4 FSDP2 attention state handling and Qwen3.5 MoE CPU offload compatibility are different bugs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is mmap-related OOM on Strix Halo." + "reason": "Int4 quantization OOM and disabling mmap on Strix Halo address different memory-pressure sources." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts stay mostly conservative. The two accepted pairs are well supported by the titles, and the rejected pairs are generally explained with appropriately narrow reasoning rather than overclaiming duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2544,8 +2577,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -2611,8 +2644,8 @@ "issue:44164|issue:44756", "issue:43381|issue:44928", "issue:43854|issue:45216", - "issue:45588|issue:45663", "issue:45684|issue:45698", + "issue:45588|issue:45663", "issue:42796|issue:46326", "issue:45292|issue:45335", "issue:43646|issue:43708", @@ -2630,134 +2663,134 @@ "issue:44530|issue:45084", "issue:43425|issue:45823", "issue:43425|issue:43716", - "issue:44589|issue:45084", + "issue:44479|issue:44805", "issue:43906|issue:44530", - "issue:44479|issue:44805" + "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "8f2621dbeb3ee7f764d906b2ffdd558945d8e070781631384aeb51e864b64707", + "prepared_review_unit_hash": "ce69eb365f80a40eee85e80abc721e9f1c837d05ed75ea758541df9cc34c0991", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37876, - "estimated_input_tokens": 9469, - "estimated_eval_tokens": 19194 + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated one-off bugs. The only clear duplicate cluster is the token-embedding resize regression around `resize_token_embeddings`; `issue:45292` is the best representative of that group.", - "confidence": 0.82, - "canonical_issue_reason": "`issue:45292` is the most general and central report in the resize-token-embeddings cluster, and the other matching reports are model-specific variants of the same symptom.", + "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate family around `resize_token_embeddings` failing to propagate updates to tied/output embeddings across model variants.", + "confidence": 0.81, + "canonical_issue_reason": "`issue:45292` is the broadest statement of the shared bug (`resize_token_embeddings` not updating `output_embeddings`), and it cleanly subsumes the Gemma4- and T5Gemma-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best global issue candidate because it describes the underlying bug at the highest level (`resize_token_embeddings` not updating output embeddings), making it the most reusable canonical anchor.", + "best_issue_reason": "`issue:45292` is the best cluster representative because it captures the common code-path problem at the right abstraction level and is the most likely umbrella issue for the duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading problems, but they involve different models, quantization formats, and failure modes; not the same bug." + "reason": "Both are quantization/model-loading regressions, but they involve different models and different failure modes (`NVFP4` load error vs `MXFP4` fallback to bf16)." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo track leakage during batched inference is unrelated to Gemma4 PLE device placement in forward." + "reason": "Different models and different bugs: track-to-track embedding leak in AudioFlamingo3 vs device mismatch in Gemma4 PLE." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "One is a SwitchTransformers config edge case; the other is a Gemma4 FSDP2 attention state bug. Different code paths." + "reason": "Both touch model internals, but one is a sparse-layer config bug and the other is an FSDP2 `shared_kv_states` rebuild issue; not the same underlying defect." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT effectiveness and the other is an eval-mode restriction; not the same defect." + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions; distinct code paths." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOMs are different issues with different root causes." + "reason": "Meta-device loading failures and Strix Halo mmap OOM are unrelated regressions." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report `resize_token_embeddings` failing to update output/token embeddings; `45276` is a Gemma4-specific manifestation of the same bug." + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to output/tied embeddings; 45276 is the Gemma4-specific manifestation of 45292's broader report." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken Nemotron example are related only by model family, not the same concrete bug." + "reason": "Both are Nemotron-related, but one is a checkpoint loading failure and the other is a broken official example; insufficient evidence they are the same bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "An MPS histogram kernel limitation in MoE is unrelated to the Nemotron example breakage." + "reason": "MPS histogram error in a MoE path is not the same as the Nemotron example breakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "A Qwen VL video regression and a Granite speech config-loading issue are different model-specific failures." + "reason": "Video-input regression and strict-config loading failure are different issues." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling is unrelated to disabling mmap on Strix Halo." + "reason": "`extra_state` save/load handling and mmap/OOM are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and Qwen3.5 SDPA math-fallback NaNs are distinct bugs." + "reason": "Eval-mode checkpointing prohibition and RLHF gradient explosion from SDPA fallback are not the same defect." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 save_pretrained regression are separate issues." + "reason": "GLM-4.7-Flash loading failure and Qwen3.5 `save_pretrained` regression are separate model-loading/save issues." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared-kv state rebuilding are different code paths." + "reason": "Both are custom-model save/load topics, but one is a file-permissions problem and the other is wrong-module loading; different failure modes." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Read-only permission propagation during save and wrong custom-module loading after save are not the same underlying bug." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `KeyError` are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are related to tokenization but not the same defect." + "reason": "Tokenizer/BPE-marker behavior and `continue_final_message` behavior are different tokenizer bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both describe the same `resize_token_embeddings` regression failing to propagate resized embeddings to model-specific output/decoder embeddings." + "reason": "Same root bug family: `resize_token_embeddings` failing to update downstream embedding modules; `45335` is another model-specific manifestation." }, { "left": "issue:43646", @@ -2769,55 +2802,55 @@ "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are different runtime problems." + "reason": "Autocast dtype mismatch and meta-device loading failures are different code paths." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "A vocab-size mismatch in one model and a separate ScandiBERT loading failure are not clearly the same bug." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure may be adjacent, but there is not enough evidence they are the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." + "reason": "Custom-model initialization in notebooks and `extra_state` save/load handling are different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage support and Strix Halo mmap OOMs are unrelated." + "reason": "Missing `Float8_e4m3fnStorage` and Strix Halo mmap OOM are unrelated runtime failures." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is broader and different from an autocast dtype-mismatch bug." + "reason": "Torch-version incompatibility and an autocast dtype mismatch are different problems." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are both tokenizer regressions but not the same bug." + "reason": "Tokenizer ID regression and `convert_tokens_to_ids` performance regression are distinct issues." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer conversion slowness and CodeLlama leading-space round-trip corruption are different failures." + "reason": "Performance regression and CodeLlama leading-space round-trip regression are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` breakage and generic tokenization changes do not look like the same underlying issue." + "reason": "Whisper `return_language` pipeline breakage and a tokenizer-version tokenization change are not the same underlying bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are about Transformers 5/custom models, but one is `base_model_prefix` loading and the other is notebook initialization; not one bug." + "reason": "Both involve custom models, but one is `base_model_prefix` loading and the other is notebook-side initialization; not the same code-path failure." }, { "left": "issue:39404", @@ -2829,49 +2862,31 @@ "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on new torch versions and Gemma4 device-mismatch during forward are different problems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different regressions." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear-attention group handling and a compiler node-type error are unrelated." + "reason": "PagedAttentionCache `linear_attention` group-type crash and compile-time non-template-node error are distinct problems." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version compatibility and Gemma4 device placement are not the same bug." + "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are distinct issues." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation errors are separate code paths." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are not the same bug." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "A Qwen VL video regression and a mask-shape IndexError are different failure modes." + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the resize_token_embeddings regression around issue:45292, and treating issue:45292 as the canonical issue is reasonable given the titles. The soft-edge acceptances for 45276\u219445292 and 45292\u219445335 are well supported by the packet." + "feedback": "The analysis is grounded in the packet: the 45292/45276/45335 cluster is a coherent resize_token_embeddings family, and the rest are handled conservatively as non-duplicates. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -2887,8 +2902,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -2943,9 +2958,9 @@ "soft_pairs": [ "issue:43901|issue:44509", "issue:44265|issue:44898", - "issue:43425|issue:44918", "issue:39404|issue:44912", "issue:43994|issue:44079", + "issue:43425|issue:44918", "issue:44671|issue:44991", "issue:36032|issue:43452", "issue:46050|issue:46326", @@ -2958,160 +2973,214 @@ "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:44462|issue:46489", - "issue:44488|issue:44987", "issue:42796|issue:43404", + "issue:44488|issue:44987", "issue:43611|issue:43644", "issue:39404|issue:44671", "issue:44737|issue:45859", - "issue:43716|issue:45084", "issue:46285|issue:46402", + "issue:43716|issue:45084", "issue:36032|issue:42915", "issue:44661|issue:44683", "issue:43582|issue:43632", "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "127a26ba89caf1705a6bb8097aca4e64935f5b393590c7176af40964da550ae2", + "prepared_review_unit_hash": "63ec51d1a829e7aa4aca4c44405d31d21aa51fdc759508136f34f947bb75d325", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35589, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "serialized_chars": 35587, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regressions, especially tokenizer/model-loading breakages, plus some unrelated docs, quantization, and training/runtime issues. None of the soft pairs look like true duplicates; they are only loosely similar by subsystem or failure mode.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the recurring v5 model-loading regression theme, covering a core load-path break that many of the other issues resemble only loosely.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regressions (tokenizer loading, model loading, quantization, docs, and a few training/runtime bugs). I don\u2019t see any soft pair that looks like the same underlying bug, so none should be merged as duplicates. If one issue has to act as an umbrella representative, issue 43611 is the broadest loading-regression report here.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43611 is the broadest and most central v5 regression in the set: it describes a generic model-loading breakage tied to `base_model_prefix`, which is closer to the common theme than the more model-specific or docs-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 best captures the shared cluster theme of Transformers v5 breaking model/tokenizer loading in downstream models.", + "best_issue_reason": "Issue 43611 is the best single representative because it is the most general Transformers v5 loading issue in the cluster and could plausibly anchor discussion of related v5 loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs regressions, but one is about `return_all_scores` in text classification and the other about removed pipeline tasks; different documentation gaps." + "reason": "Both are docs issues, but they cover different APIs/tasks (`return_all_scores` vs removed pipeline tasks); not the same bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different failures: `torch.export` with `torch_compilable_check` versus Perceiver image classification with non-default resolution." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Unrelated problems: Torch 2.10 compatibility versus Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Different failure modes and code paths: `torch.export`/`torch_compilable_check` versus Perceiver interpolation handling." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline `return_language` regression and MXFP4 quantization fallback are separate code paths." + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "One is a SigLIP2 output-quality regression, the other is `ModelOutput` key assignment behavior; not the same bug." + "reason": "One is a model/pipeline output quality issue; the other is a `ModelOutput` key assignment bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL are different problems." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction error and an EMBEDDIA tokenizer load failure are distinct tokenizer/model issues." + "reason": "Different models and root causes: CamemBERT masked-LM prediction regression vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer `add_special_tokens` conflict and `gguf_file` loading failures are different tokenizer-loading bugs." + "reason": "Both involve loading, but the specific tokenizer conflict and the `gguf_file` from_pretrained breakage are distinct." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load corruption via `sinq` is unrelated to `continue_final_message` behavior for `mistral_common` tokenizers." + "reason": "Quantized save/load corruption and `continue_final_message` behavior for mistral_common tokenizers are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE regression and the other is a weight-shape mismatch on a specific model; not clearly the same fixable bug." + "reason": "Both mention Qwen3-VL, but one is a v5 dev0 loading breakage and the other is a weight-shape mismatch; not the same concrete bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `from_config` unwrapping of `text_config` are separate serialization/config issues." + "reason": "`extra_state` serialization handling and `text_config` unwrapping in composite Qwen configs are different loading paths." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The isolated reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` regression." + "reason": "The reproduction issue is too generic and there is no evidence it is the same `continue_final_message` tokenizer bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: EMBEDDIA/est-roberta loading versus `_patch_mistral_regex` crashing with missing `backend_tokenizer`." + "reason": "Both are tokenizer-loading regressions, but they concern different models and different internal failures (`backend_tokenizer` vs tokenizer selection)." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency on Qwen3 MoE and Strix Halo mmap OOM are unrelated resource issues." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM avoidance." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to compiled `flex_attention` failures on newer torch." + "reason": "Deepspeed Zero3/BertModel indexing and compiled flex attention on newer torch versions are separate runtime issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Saving/loading `extra_state` is unrelated to the v5 video-input regression for Qwen VL models." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load failures, but the models and failure mechanisms differ substantially." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "`AutoTokenizer` ignoring `tokenizer.json` and DeepSeek-Coder v1 output corruption are not the same bug, even if both are tokenizer-related." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 `lm_head` weight tying are unrelated issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different failing models and different loading regressions; no shared concrete code path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is a `base_model_prefix` loading issue and the other is non-persistent buffer initialization corruption." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction problems are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement bug and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different model-specific device issues." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are different model API regressions." + "reason": "CLIP structure inconsistency and Sam3 text encoder weights not loading are separate model-loading regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and template-node compile error are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated model-loading problems." + "reason": "Tokenizer special-tokens conflict and Qwen3 MoE FP8 config failure are different bug classes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "`add-new-model-like` failing in `TOKENIZER_MAPPING_NAMES` and `torch_compilable_check`/`flex_attention` are different internals." + "reason": "`add-new-model-like` mapping logic and flex attention compilation failures do not share the same underlying defect." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon `caching_allocator_warmup` TypeError and `_is_hf_initialized` flag breakage do not share the same code path." + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are unrelated runtime issues." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "`trust_remote_code` config-field loss and Qwen3.5 `PagedAttentionCache` linear_attention crash are unrelated." + "reason": "`trust_remote_code` config field loss and PagedAttentionCache linear-attention crash are different code paths." } ] }, @@ -3130,8 +3199,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -3186,10 +3255,10 @@ ], "soft_pairs": [ "issue:40990|issue:43421", - "issue:43541|issue:45084", "issue:44451|issue:44987", "issue:42915|issue:44530", "issue:34567|issue:40444", + "issue:43541|issue:45084", "issue:42175|issue:46178", "issue:43644|issue:43646", "issue:44811|issue:45584", @@ -3204,248 +3273,206 @@ "issue:43262|issue:43377", "issue:43746|issue:46326", "issue:44464|issue:45987", - "issue:42915|issue:45084", - "issue:43646|issue:44534", "issue:43883|issue:44991", + "issue:43646|issue:44534", "issue:44403|issue:45081", "issue:43645|issue:44534", + "issue:42915|issue:45084", "issue:43404|issue:44466", "issue:43377|issue:43819", "issue:43994|issue:44610", - "issue:28530|issue:34567", "issue:44849|issue:45325", + "issue:28530|issue:34567", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:43322|issue:43540", "issue:44265|issue:44610" ], - "prepared_review_unit_hash": "c4887b2e36ab5e5176d57f7c75abfeac0b7dd81beda10a7d22f796b2171aa300", + "prepared_review_unit_hash": "73bd89098d7cfbc4db47f059876780ed39a36b1b51eadc66ac3f44fa62e07f44", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38074, - "estimated_input_tokens": 9519, - "estimated_eval_tokens": 19294 + "serialized_chars": 38071, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly noisy and spans many unrelated bugs; several items are generic Transformers v5/model-loading regressions, but none of the soft pairs are strong enough to merge as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44987 is the most representative of the recurring v5 loading-regression theme in this set: it is a concrete, version-bounded model-load failure and is broader than the more niche audio/training/model-architecture reports.", + "summary": "The cluster is mostly a loose set of unrelated transformer/model-loading regressions that only share broad surface similarity (v5, tokenizer, audio, loading, tracing). I would not merge any of the soft pairs as duplicates based on the available evidence.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression in the set and best represents the cluster\u2019s recurring theme of Transformers v5 breakage, even though the nearby issues are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44987 is the best cluster representative because it captures the common model/tokenizer loading regression pattern better than the other, more specialized issues.", + "best_issue_reason": "issue:43646 has the clearest generalizable title and issue framing among this heterogeneous set, so it is the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity-quality complaint vs tokenizer post-processor update bug; different symptoms and code paths." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure vs template-node compile error; unrelated failures." + "reason": "Perplexity on a model/dataset issue vs tokenizer post-processor runtime updates; different bug classes and code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they target different models and no shared root cause is shown." + "reason": "Both are loading failures, but they involve different models and likely different breakpoints; no evidence of the same underlying bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen3.5 paged-attention linear_attention crash; different defects." + "reason": "One is FP8 config failure on Qwen3Moe, the other is PagedAttentionCache group-type parsing on Qwen3.5; distinct failures." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counter update bug vs multimodal iterable-dataset failure; unrelated." + "reason": "Trainer token-count tracking vs multimodal IterableDataset loading; unrelated symptoms and subsystems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure vs template compilation TypeError; both involve compilation, but not the same concrete bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend inclusion issue vs backend-mapping error for tensorflow_text; distinct bugs." + "reason": "Packaging/backends issues, but one is missing tensorflow in an extra and the other is an unmapped tensorflow_text backend; not the same defect." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but non-persistent-buffer junk and custom model initialization are separate problems." + "reason": "Non-persistent buffer initialization bug vs custom model initialization breakage; related version window, different issues." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens issue vs empty-transcription handling after align_special_tokens; different code paths." + "reason": "Whisper batch_decode skip_special_tokens handling vs empty transcription after align_special_tokens; same area, different concrete bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both touch audio feature extraction, but one is a center-arg regression and the other is a lower-level fbank helper issue; not clearly the same bug." + "reason": "Both are audio feature-extraction related, but one is a specific unsupported center arg regression and the other is a different fbank helper issue." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys attribute vs specific model-loading failure for cjvt/sleng-bert; unrelated." + "reason": "Molmo tied-weights attribute error vs model loading failure for a specific BERT checkpoint; unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal iterable dataset with multiple images vs mistral_common continue_final_message tokenizer bug; unrelated." + "reason": "Multimodal iterable dataset failure vs mistral_common continue_final_message behavior; different feature areas." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict vs Jupyter/custom-model initialization regression; different defects." + "reason": "Tokenizer method conflict vs Jupyter custom model initialization regression; not the same bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic API break and the other is a specific Qwen2.5-GGUF regression; not the same underlying bug." + "reason": "Both touch GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; insufficiently identical." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading failure vs GGUF loading failure; different failure modes." + "reason": "Device-map/offload dequantized-model loading vs GGUF loading in v5; different loading paths and failure modes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid invalid-method call; no shared code-path shown." + "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; no shared root cause." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are versioned load failures, but they involve different models/tokenizer paths and there is no evidence of one shared root cause." + "reason": "Both are latest-version loading regressions, but on different models and likely different code paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate default bug vs MIMI batched-vs-single output mismatch; distinct issues." + "reason": "Audio chat-template sampling-rate default vs MIMI batched/single padding-mask mismatch; different bugs." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading problem vs mistral_common continue_final_message bug; unrelated." + "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message; unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency vs StaticCache seq-length return-type bug; different problems." + "reason": "Chunked generation inconsistency under compiled forward vs cache length contract mismatch; related to generation internals but not the same bug." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Qwen3Moe FP8 failure vs init_empty_weights unexpected-argument error; unrelated." + "reason": "Different affected models and symptoms; one is a missing attribute, the other is a tokenizer loading regression." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; separate bugs." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Tied-weights attribute error vs tokenizer load failure for a specific model; different issues." + "reason": "These are the same broad v5 theme but not the same issue: one is custom model init, the other is non-persistent buffers being corrupted." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash; not the same defect." + "reason": "Loading-noise regression vs Mistral regex patch crashing on backend_tokenizer; not the same underlying defect." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook/custom-model initialization problem vs buffer-junk regression; distinct bugs." + "reason": "Jupyter notebook custom model initialization breakage vs buffer junk during v5 load; different failure modes." }, { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both involve lm_head/tied weights, but one is missing tying in Mistral3 and the other is device-dependent serialization inconsistency; separate bugs." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "MIMI padding-mask bug vs DAC.from_latents/STE mismatch; unrelated audio-model issues." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch; different root causes." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Early-stopping metric selection issue vs num_input_tokens_seen not updating; unrelated trainer-state bugs." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model internals." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Model loading failure vs Mistral tokenizer regex-patch crash; different code paths and symptoms." - }, - { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Versioned model-loading regression vs tokenizer regex-patch crash; not the same underlying bug." + "reason": "FP8/Qwen3Moe failure vs init_empty_weights unexpected argument error; distinct initialization paths." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault vs Qwen3OmniMoe video-input ValueError; unrelated multimodal failures." + "reason": "Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError; different multimodal bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failure with torch_compilable_check vs processor/model image-size mismatch; separate issues." + "reason": "torch.export/exportability issue vs processor image-size mismatch; unrelated." } ] }, @@ -3464,8 +3491,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -3521,243 +3548,243 @@ "soft_pairs": [ "issue:43089|issue:45987", "issue:36032|issue:43742", - "issue:42915|issue:44589", "issue:44062|issue:44987", - "issue:45216|issue:45357", + "issue:42915|issue:44589", "issue:44479|issue:45325", + "issue:45216|issue:45357", "issue:44991|issue:46315", - "issue:43531|issue:44877", "issue:36032|issue:41720", + "issue:43531|issue:44877", "issue:44220|issue:44683", + "issue:40444|issue:45325", + "issue:43611|issue:44534", "issue:43425|issue:44403", "issue:43296|issue:43531", - "issue:43611|issue:44534", - "issue:40444|issue:45325", "issue:43632|issue:44756", "issue:45812|issue:46491", - "issue:44403|issue:44991", "issue:42796|issue:43746", - "issue:43792|issue:44589", + "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:43381|issue:45923", - "issue:44291|issue:44589", + "issue:43792|issue:44589", "issue:44079|issue:45663", "issue:40990|issue:44811", + "issue:44291|issue:44589", "issue:43632|issue:44534", + "issue:43421|issue:44568", "issue:43482|issue:43525", "issue:35707|issue:40444", - "issue:43482|issue:45538", - "issue:43421|issue:44568", - "issue:43317|issue:43856" + "issue:43317|issue:43856", + "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "37903790f1f3cf30625d376a5605a3748698aa6f6e7b6d2ef6e0aad8061a976d", + "prepared_review_unit_hash": "a31eadbb56df82fb6c1331217fd447c9a192ce4560f05728bc27fdc12c6c6e11", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36549, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 36546, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: tokenizer regressions, Qwen/Qwen3 MoE issues, generation/cache bugs, and unrelated loading/config errors. I don\u2019t see any soft pair that clearly describes the same concrete bug/change, so I reject all soft edges. For a representative issue, 45812 is the strongest general regression example, but the cluster does not really have one true canonical bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the clearest high-signal regression in the set and has the broadest, most explicit symptom description, but it is only a representative choice because the cluster is not actually cohesive.", + "summary": "This is a heterogeneous cluster of mostly unrelated Hugging Face/transformers issues; the soft pairs only share broad subsystem vocabulary, not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to anchor the cluster, issue:43089 is the broadest and most general problem statement here (generation performance/overhead) rather than a narrow model-specific regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the strongest standalone bug report quality: explicit regression, clear affected models, and a concrete incorrect-result symptom.", + "best_issue_reason": "issue:43089 is the most plausible representative because it is system-level and generic, but the cluster is too mixed to treat it as a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation throughput overhead and a StaticCache return-type bug are different problems; they do not look mergeable into one fix." + "reason": "Different problems: generation dispatch/GPU sync overhead vs. StaticCache return type contract." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict vs MobileLLM loading KeyError are unrelated failure modes." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Both mention FP8/floating-point issues, but one is a model/config failure and the other is a storage-type error; not the same code-path bug." + "reason": "Both are loading-time errors, but one is a T5 tokenizer method conflict and the other is a MobileLLM key error." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword-argument conflict vs loading a specific model are distinct tokenizer/load issues." + "reason": "Both involve tokenizer/model loading, but the specific failure modes and affected models are unrelated." }, { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained, but one is a broad checkpoint corruption report and the other is specifically incorrect visual-encoder keys; related, not clearly identical." + "reason": "Different regressions: Qwen3MoE with FineGrainedFP8Config vs. missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression and still-image temporal position-id scaling are different multimodal bugs." + "reason": "Both are Qwen2.5-VL-related, but one is a broad video-input regression and the other is a rope index scaling bug for still images." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression are different symptoms and likely different code paths." + "reason": "Same model family, but different save_pretrained bugs affecting different saved keys and versions." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + "reason": "Tokenizer loading regression vs. convert_tokens_to_ids performance regression; different code paths." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer attribute conflict vs Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Unrelated bugs: tokenizer attribute conflict vs. device-mapping cuda assert." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention torch-version failure are unrelated." + "reason": "Both mention configuration/loading, but sliding_window behavior and strict config parsing are separate issues." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Torch 2.10 compatibility and loading noise are different issues." + "reason": "Different feature failures: audio fbank extraction vs. compiled flex_attention on newer torch." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue do not share the same bug." + "reason": "One is finetuning with multiple images per prompt; the other is a still-image position_ids scaling regression." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading regression and non-persistent buffer junk are different transformer-v5 regressions." + "reason": "Both are Transformers v5 regressions, but the base_model_prefix loading bug is distinct from non-persistent buffer initialization." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure vs Qwen2.5-VL rope-index scaling bug are unrelated." + "reason": "Torch version incompatibility is not the same as noisy model-loading behavior." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config issues: PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window behavior." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag handling and mmap-on-Strix-Halo OOM are unrelated." + "reason": "Both are v5 regressions, but one is _is_hf_initialized handling and the other is mmap/OOM on Strix Halo." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama space stripping; different model-specific bugs." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Unnecessary loading noise and tokenizer-loading failure are not the same problem." + "reason": "Both are tokenizer regressions, but one is Granite token ID assignment and the other is CodeLlama space-preservation round-trip behavior." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different bugs." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different issues." + "reason": "Noise during loading and tokenizer loading failures are too generic to be the same bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training and multi-image iterable-dataset finetuning are not the same bug." + "reason": "Both concern multi-image/multi-GPU Qwen VL workflows, but one is training setup and the other is iterable-dataset finetuning failure." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and missing trust_remote_code support flag are related only at a very high level, not the same concrete issue." + "reason": "Gradient checkpointing in eval mode is unrelated to a missing supports_gradient_checkpointing flag." }, { - "left": "issue:44291", + "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and Float8 storage object errors are different transformer-v5 breakages." + "reason": "Whisper runtime failure vs. Float8 storage lookup error; no shared code path." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuild failure." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Perplexity anomaly on gpt-oss and Whisper batch_decode special-token handling are different symptoms and subsystems." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different v5 regressions affecting different initialization/buffer behaviors." + "reason": "Both mention Transformers v5 and initialization/typing, but the unexpected _is_hf_initialized argument bug is separate from Float8 storage resolution." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config pad_token_id error are unrelated." + "reason": "Distinct regressions: _is_hf_initialized init logic vs. non-persistent buffer junk filling." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning are different bugs." + "reason": "Runtime special-token update behavior is different from mdeberta add_special_tokens not adding BOS/EOS." }, { "left": "issue:43482", - "right": "issue:45538", + "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are separate model-specific issues." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Runtime special-token update behavior and mdeberta BOS/EOS add_special_tokens regression are different tokenizer bugs." + "reason": "Both are generation/training adjacent, but progressive generation with inputs_embeds is unrelated to iterable-dataset multi-image finetuning." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading and Qwen3 MoE training memory usage are not the same failure." + "reason": "Both are model loading/training issues, but dequantized device_map offload is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading problems." } ] }, @@ -3776,8 +3803,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -3837,21 +3864,21 @@ "issue:44829|issue:45479", "issue:44079|issue:44534", "issue:44462|issue:45812", - "issue:41720|issue:45081", "issue:43818|issue:46402", + "issue:41720|issue:45081", "issue:43377|issue:45491", "issue:43818|issue:45357", "issue:43611|issue:43646", "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43749|issue:44079", - "issue:42175|issue:43296", "issue:40444|issue:45381", + "issue:42175|issue:43296", "issue:45325|issue:45381", "issue:43994|issue:44898", - "issue:43792|issue:43957", - "issue:43454|issue:44466", "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43792|issue:43957", "issue:42915|issue:43482", "issue:43632|issue:45072", "issue:42796|issue:45381", @@ -3859,223 +3886,223 @@ "issue:44291|issue:44877", "issue:43873|issue:45701", "issue:43296|issue:45800", - "issue:44479|issue:45823", - "issue:43606|issue:44265" + "issue:43606|issue:44265", + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "1d02e3e12caccb9d9fefc0886009890045f18b1e1203714df6a192d332fcd9c4", + "prepared_review_unit_hash": "1112532a6a79dfb76292b22783c4612b81d7524dd9d152138fa2d0d7663c93ba", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36841, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated issues, with one likely duplicate pair around Qwen2.5-VL video/vision position-id handling. Most other soft-similarity pairs are only loosely related by subsystem and should stay separate.", - "confidence": 0.49, - "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes the broad Qwen multimodal video-input regression across multiple model variants, making it the most useful canonical target for the Qwen position-id bug family.", + "summary": "Mostly a grab-bag of unrelated model/regression reports. The only strong duplicate-like clusters are around Transformers v5 model initialization/loading and a Qwen2.5-VL positional-index regression; most other pairs are too far apart to merge.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 43611 is the clearest representative of the shared Transformers v5 model-loading/initialization regression, and it is the best anchor for the only convincing duplicate subcluster in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest single representative because it captures the broadest user-facing regression and can subsume narrower Qwen2.5-VL position-id reports.", + "best_issue_reason": "Issue 43611 is the broadest, most central report of a concrete v5 initialization/loading breakage and aligns best with the strongest near-duplicate candidate (43646).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different failures: tokenizer loading error message vs Apple Silicon allocator TypeError." + "reason": "Different subsystems and symptoms: tokenizer loading error message vs Apple Silicon warmup TypeError." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TF-related packaging, but one is missing TF in the torch extra and the other is a tensorboard-without-TF backend error." + "reason": "Both touch TensorFlow-related packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error; not clearly the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are classification-training regressions, but the concrete bugs differ: flash_attention_3 vs num_labels=1 loss degeneracy." + "reason": "Different training bugs in different code paths: flash_attention_3 degeneration vs num_labels=1 zero-loss classification behavior." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different code paths: ModelOutput key assignment vs non-persistent buffer serialization." + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug are distinct." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other returns wrong Granite token IDs." + "reason": "Both are tokenizer regressions, but one is repository tokenizer.json loading and the other is Granite token ID mapping; different underlying problems." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Different subsystems and bugs: device-map cuda assert vs Mistral regex patch crashing in tokenizer loading." + "reason": "Different models and failure modes: Video-LLaVA tower architecture issue vs Sam3 text-encoder weights not loading." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Different models and failures: Video-LLaVA weight/temporal-attention issue vs Sam3Model text-encoder weights not loading." + "reason": "CUDA/device-map crash on Qwen3 vs Mistral regex/tokenizer attribute error; not the same issue." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding problems, but the specific models and failure modes are different." + "reason": "Both involve batching/masking, but they affect different models and different mechanisms (padding mask vs sliding-window all-padding windows)." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Unrelated model families: Video-LLaVA architecture bug vs Qwen3.5 visual-encoder save_pretrained regression." + "reason": "Video-LLaVA tower bug is unrelated to Qwen3.5 visual-encoder save_pretrained key corruption." }, { "left": "issue:43611", "right": "issue:43646", - "accept": false, - "reason": "Both are v5 initialization regressions, but not the same concrete bug or code path." + "accept": true, + "reason": "Both report Transformers v5 breaking model initialization/loading for custom architectures; same underlying init path regression and plausibly one fix." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different bugs: non-persistent buffer junk vs ModelOutput key assignment." + "reason": "Non-persistent buffer serialization/init bug is unrelated to ModelOutput key assignment." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Unrelated: torch.export with torch_compilable_check vs bfloat16 dtype mismatch in inference." + "reason": "torch.export exportability issue vs dtype mismatch in inference; different code paths." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key assignment." + "reason": "FSDP CPU RAM efficient loading regression is unrelated to ModelOutput key handling." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both mention backend/model loading, but one is TF packaging and the other is PaddleOCR-VL loading in vLLM." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image iterable finetuning failure and the other is video vision_position_ids regression; not enough evidence of the same bug." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is finetuning with multiple images per prompt and the other is a video-position-id regression." + "reason": "Packaging/backend availability issue vs vLLM loading failure for a specific multimodal model." }, { "left": "issue:45325", "right": "issue:45381", "accept": true, - "reason": "Same underlying Qwen2.5-VL positional-indexing bug: both describe incorrect vision/temporal position_ids in the same multimodal code path." + "reason": "Both are Qwen2.5-VL positional-index regressions in the same family of code; still-image temporal position_ids and video vision_position_ids look like the same underlying rope/positioning bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 nonsensical outputs vs Perceiver resize/interpolate_pos_encoding behavior." + "reason": "Different vision-model inference failures: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution interpolation failure." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Different causes: Whisper model runtime failure vs meta-device model loading regressions." + "reason": "Qwen2.5-VL positional-index bug vs Kosmos2.5 long OCR index error; different models and failures." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to lm_head weights, but one is failing to tie weights and the other is inconsistent serialization." + "reason": "Both mention lm_head/tied weights, but one is a weight-tying failure in config/init and the other is save_pretrained serialization inconsistency; not clearly the same code-path bug." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both are OCR/vision-adjacent, but the bugs are different: Qwen2.5-VL position ids vs Kosmos2.5 long-input indexing." + "reason": "Whisper runtime failure vs meta-device model loading breakage; too different." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model/load paths: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading under v5." + "reason": "Different model families and different loading/config problems." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different regressions: _is_hf_initialized handling vs dtype mismatch in bfloat16 inference." + "reason": "_is_hf_initialized regression is about model init state, while the other is a bfloat16 dtype mismatch." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Different tokenizer/model bugs: BPE marker handling vs Qwen2.5-VL video position IDs." + "reason": "Tokenizer BPE marker handling issue is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading/init issues, but they affect different configs and mechanisms." + "reason": "init_empty_weights argument error vs strict config rejection are different loading bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Different domains: quantization/offloading behavior vs tokenization changes across versions." + "reason": "Quantization/offloading behavior vs tokenization changes are unrelated." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Unrelated version incompatibilities: PaddleOCR-VL in vLLM vs torch 2.4.1/transformers 5.8.0." + "reason": "PaddleOCR-VL loading issue vs torch/transformers incompatibility; different root causes." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Different model families and symptoms: Qwen multimodal video regression vs Gemma4 device mismatch during forward." + "reason": "CPU offload device mismatch is unrelated to torch.export export failure." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Different failures: CPU offload device mismatch vs torch.export/torch_compilable_check." + "reason": "Both are multimodal/device-map issues, but they concern different model families and distinct failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is suitably conservative: it identifies one plausible Qwen2.5-VL position-id duplicate family while keeping the rest of the soft-similarity pairs separate. The accepted pair (45325/45381) is reasonably supported by the titles as a closely related positional-indexing regression, and there are no PR-mergeability concerns here since these are issue pairs." + "feedback": "The summary stays grounded in the packet and the soft-edge calls are mostly conservative. The two accepted pairs are plausibly mergeable into single bugfix clusters (Transformers v5 init/loading regression; Qwen2.5-VL position-id regression), while the rest are reasonably rejected as distinct failures." }, "evaluator_used": true, "retried": false, @@ -4091,8 +4118,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -4148,15 +4175,15 @@ "soft_pairs": [ "issue:43262|issue:43746", "issue:40990|issue:45584", - "issue:34634|issue:35707", "issue:35707|issue:41720", + "issue:34634|issue:35707", "issue:43881|issue:44488", + "issue:39692|issue:40444", "issue:43454|issue:43550", "issue:43606|issue:43819", - "issue:39692|issue:40444", "issue:44186|issue:44265", - "issue:41720|issue:45823", "issue:46305|issue:46315", + "issue:41720|issue:45823", "issue:43377|issue:44610", "issue:42796|issue:46209", "issue:43257|issue:45923", @@ -4164,27 +4191,27 @@ "issue:43454|issue:45072", "issue:43317|issue:43873", "issue:43377|issue:44898", - "issue:42796|issue:44977", "issue:43454|issue:43720", + "issue:42796|issue:44977", "issue:40990|issue:42947", - "issue:42617|issue:42915", "issue:43322|issue:46050", + "issue:42617|issue:42915", "issue:43749|issue:44534", "issue:43572|issue:45759", "issue:41720|issue:43322", "issue:43526|issue:43883", "issue:44387|issue:45704", - "issue:41720|issue:44977", - "issue:43881|issue:44991" + "issue:43881|issue:44991", + "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "94aa4e5dc92ae9f99085bf7ed583ca708a6ef2b6a18788860a33c24fa68fbc37", + "prepared_review_unit_hash": "444041268b89d6d342bbf89a3c9285d90e7609b14843f562cf9a7683ceda4e75", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, @@ -4199,192 +4226,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are broadly similar only at a subsystem level (tokenizers, loading, quantization, offload, multimodal), but the soft pairs describe different concrete failures and should not be merged as duplicates. No PRs are present in the cluster.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the best representative because it is the most general, open bug report in the set and directly centers on a broad loading/offload/quantization failure mode, which makes it a reasonable anchor for the cluster.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated bug reports that only share broad themes like loading, offloading, tokenization, and quantization. No PRs are present.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the broadest open issue in the set and the closest thing to a cluster anchor because it covers offloading plus quantization, which recurs across several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable issue overall since it is open, broadly scoped, and closer than the others to the recurring theme of runtime/loading behavior under quantization/offload.", + "best_issue_reason": "issue:43873 is the best representative issue because it is open, topical, and general enough to sit at the center of the loading/offloading/quantization subset without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Different problems: audio processor chat-template sampling-rate default vs GraniteSpeech PEFT local-checkpoint loading failure." + "reason": "Different bugs: audio processor chat-template sampling-rate default vs PEFT adapter local checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated failures: high perplexity in language-model evaluation vs Whisper empty-transcription generation after token alignment." + "reason": "Both are generation-quality problems, but they involve different models and different failure modes (perplexity vs empty transcription handling)." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Bark voice preset failure is unrelated to inputs_embeds/past_key_values generation behavior." + "reason": "Generation cache/input-embed handling is unrelated to the Qwen3 device-mapping CUDA assert." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Different code paths and symptoms: progressive generation with embeddings/cache vs Qwen3 device-map cuda assert." + "reason": "Voice preset handling in BarkProcessor is a different subsystem from progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but one is glm-4v-9b load failure and the other is a general model-loading regression for cjvt/sleng-bert; no evidence of the same bug." + "reason": "Both fail to load, but they are different models with no clear shared code-path or root cause." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/model-processor mismatch is not the same bug as iterable-dataset finetuning with multiple images." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision weight-tying bug and Bamba torch.compile/SDPA failure are separate model-specific issues." + "reason": "Weight-tying failure in AyaVisionConfig is unrelated to the Bamba torch.compile SDPA failure." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both involve device/load behavior, but one is Bark CPU offload mismatch and the other is DAC.from_latents vs forward mismatch due to missing STE; not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "SigLIP2 docs/quantization example errors are documentation/model-mismatch issues, while Qwen2.5-VL IterableDataset multi-image finetuning fails in training data handling." + "reason": "CPU offload device mismatch for Bark is a different problem from DAC.from_latents not matching forward due to missing STE." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding versus torch.export failures with torch_compilable_check; different components and failure modes." + "reason": "Tokenizer crashes on NER padding/truncation and torch.export failures with torch_compilable_check are different code paths." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Both are device-map related, but one is a Qwen3 cuda assert on A800 and the other is Gemma4 PLE forward device mismatch; not the same underlying bug." + "reason": "One is an off-by-one masking bug; the other is a tokenizer performance regression." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "MoonshineStreaming off-by-one in sliding-window masking is unrelated to convert_tokens_to_ids performance regression." + "reason": "Both mention device_map=auto, but the models and concrete failures differ, so they are not the same bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "A padding-mask batching bug in MIMI is unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 B200 inference support are distinct problems in different layers." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failing on B200 hardware." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag on a Nemotron trust_remote_code variant." + "reason": "MOE weight conversion during accelerate+deepspeed loading is a different issue from a missing gradient-checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "mdeberta special-token insertion regression and broad AutoTokenizer wrong token IDs regression are both tokenizer issues but not the same concrete bug." + "reason": "Special-token insertion for one tokenizer is not the same as the broader convert-to-IDs regression across multiple models." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Weight tying and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Device-map dequantized-model loading on gpu+cpu offload overlaps only superficially with quantization offloading; the concrete failure described is different." + "reason": "These are related only broadly; one is a dequantized-model load failure under gpu+cpu offload, the other is a more general quantized offloading regression." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder batching bug and Perceiver non-default resolution failure concern different models and tensor-shape logic." + "reason": "Different models and failure modes: batched-vs-single encoder outputs vs non-default-resolution image classification." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading bugs." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different model-loading defects." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity evaluation issue is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + "reason": "High perplexity on a model is not the same problem as gradient checkpointing being ineffective with LoRA." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Failure to run 3d_parallel.py and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Segfault loading Llava Next models is different from save/load corruption of sinq-quantized models." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Llava Next segmentation fault and sinq quantized save/load breakage are different model/runtime bugs." + "reason": "Running a 3d_parallel script is unrelated to FineGrainedFP8Config failures." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffers filled with junk in Transformers v5 are separate core behaviors." + "reason": "FSDP efficient loading and non-persistent buffer initialization are different state-loading problems." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and Qwen composite config text_config unwrapping are different configuration regressions." + "reason": "Missing pad_token_idx in one config is not the same as failing to unwrap text_config in composite multimodal configs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert is not the same as Llava Next segmentation fault during loading." + "reason": "Different models and different crash types: Qwen3 device-mapping assert vs Llava Next segmentation fault." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys attribute." + "reason": "BeitImageProcessorFast label reduction is unrelated to the Molmo tied-weights attribute error." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization CUDA reserved-memory OOM and T5 apex FusedRMSNorm memory leak are different performance/memory issues." + "reason": "Both are memory-related, but int4 quantization OOM and apex FusedRMSNorm memory leak are not the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "A800 device-map cuda assert and Qwen3.5 flash-attention generation failure are separate runtime paths." + "reason": "A model loading failure and a tokenizer loading regression are distinct issues." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "glm-4v-9b loading failure is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Same general Qwen family, but the actual bugs differ: device-mapping crash versus flash-attention generation behavior." } ] }, @@ -4403,8 +4430,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -4458,259 +4485,259 @@ "issue:46665" ], "soft_pairs": [ - "issue:36331|issue:42617", "issue:44466|issue:45357", + "issue:36331|issue:42617", "issue:26413|issue:28530", "issue:36331|issue:42915", - "issue:44877|issue:44991", "issue:43450|issue:45701", + "issue:44877|issue:44991", "issue:40990|issue:45701", "issue:44186|issue:45072", - "issue:43065|issue:46402", "issue:43873|issue:44756", + "issue:43065|issue:46402", "issue:43550|issue:43720", "issue:41720|issue:42617", "issue:43577|issue:43708", - "issue:43646|issue:46665", "issue:43404|issue:45357", "issue:43550|issue:43606", + "issue:43646|issue:46665", "issue:43295|issue:45701", - "issue:44008|issue:45823", "issue:44186|issue:44610", + "issue:44008|issue:45823", "issue:44610|issue:44898", - "issue:42915|issue:43317", "issue:44423|issue:45406", + "issue:42915|issue:43317", "issue:36010|issue:42617", "issue:45632|issue:45684", "issue:41720|issue:45161", - "issue:42915|issue:46291", "issue:28530|issue:33666", "issue:43531|issue:43572", "issue:44671|issue:44743", - "issue:36331|issue:41720", + "issue:42915|issue:46291", "issue:44186|issue:44361", + "issue:36331|issue:41720", "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "5e1851d74beccba98bd40af006f32a5f195f76ae1559a47aa9fb220b89a93805", + "prepared_review_unit_hash": "c0c62d24f97aa263837458cff363f3aa8025ffbdb23670fd1ae8256b840efea8", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37364, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated and only share broad subsystem themes (trainer, loading, tokenizer, multimodal, quantization). I did not find any soft pair that looks like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43708 is the strongest standalone representative: it describes a specific Trainer resume_from_checkpoint regression with a clear repro and a concrete code path to fix.", + "summary": "Mostly unrelated issue reports with a few superficial theme overlaps (loading/tokenization, multimodal serving, offload), but no pair is clearly the same underlying bug. Best representative is the broad custom-model initialization regression.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest, most framework-level regression in the set and best fits a representative duplicate bucket around custom model loading/init behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43708 is the best overall issue candidate because it is detailed, reproducible, and narrowly scoped to one Trainer bug.", + "best_issue_reason": "issue:43646 is the most suitable single issue to keep as the cluster representative because its scope is broader and closer to the only other near-match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Different failures: trainer custom loss signature vs a 3d_parallel execution problem; only the general training context overlaps." + "reason": "Both mention model saving/tied weights, but they concern different models and different serialization failures." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both concern serialization, but one is lm_head tying/device-dependent save behavior and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Unexpected compute_loss kwargs vs a 3d_parallel.py runtime failure are different code paths and symptoms." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch iterator failure and early stopping metric resolution are separate Trainer bugs." + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric discovery are unrelated Trainer behaviors." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer loss kwargs and Qwen3Moe FineGrainedFP8Config failure are unrelated code paths." + "reason": "CustomTrainer API breakage and Qwen3Moe FP8 loading failure are separate bugs." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Video processor shape handling and tokenization differences are not the same problem." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Video processor batch-shape bug is not the same as version-dependent tokenization changes." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated loader failures." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b is a model evaluation symptom, not the same underlying tokenizer-version regression." + "reason": "High perplexity on gpt-oss-20b is not clearly the same as a version-dependent tokenization change." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and bfloat16 dtype mismatches are different bug classes." + "reason": "Tokenizer crashes on NER/batched padding and dtype mismatches in inference are different bugs." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Sam3 PixelDecoder dummy conv and Sam3 text encoder weight loading are separate model issues." + "reason": "Quantization offload behavior and Strix Halo mmap OOM are only loosely related by memory pressure, not the same code path." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are not the same underlying defect." + "reason": "Sam3 pixel decoder dummy Conv2d and Sam3 text-encoder weights not loading affect different model components." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to BitNet packed-weight loading in accelerate." + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking in BitNet are different implementation issues." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-map cuda assert and 3d_parallel execution failure do not describe the same bug." + "reason": "Qwen3-VL auto device mapping cudaErrorAssert and a 3d_parallel.py failure are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer max_steps on resume are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:46665", - "accept": false, - "reason": "Custom model initialization breakage and from_pretrained behavior inside classes are too different to merge." + "reason": "BLIP2 dtype propagation and checkpoint max_steps recomputation are separate Trainer/model-loading issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same as saving incorrect visual encoder keys." + "reason": "Both involve saved weights, but one is tied lm_head handling and the other is wrong visual encoder keys." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba SDPA compile failure and Bark CPU offload device mismatch affect different models and code paths." + "reason": "These are different runtime failures in different models and execution modes." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Processor.tokenizer regression and tokenization changes across versions are not the same underlying issue." + "reason": "Both are about custom loading patterns, but one is a broad 5.0 regression and the other is a specific from_pretrained-in-class behavior; not clearly the same bug." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct forward-path bugs." + "reason": "Processor.tokenizer regression and tokenizer differences across versions are too broad to treat as the same concrete bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on batched NER inputs and OmDet-Turbo image-size mismatch are different failures." + "reason": "A tokenizer crash on NER inputs is not the same as a processor producing the wrong image size." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Processor producing the wrong resolution and Perceiver interpolation failing are not the same bug." + "reason": "Gemma3n variable-name collision in forward and Gemma4 device-mapping mismatch are unrelated." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to device_map auto loading of dequantized models." + "reason": "Both touch image resolution, but they involve different models and different failure mechanisms." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash with str.to() and Gemma4Processor missing _tokenizer are separate serve issues." + "reason": "Both are serve/multimodal crashes, but the attribute errors point to different broken internals and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are different quantization/offload bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel runtime failure are unrelated." + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permissions propagation in save_pretrained are unrelated filesystem concerns." + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are distinct filesystem issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device-mapping cuda assert and tensor-parallel-only GPT-OSS MoE failure are different distributed inference issues." - }, - { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "Qwen3Moe FP8 failure and kernels v0.15 pipeline import failure do not share the same code path." + "reason": "Both mention parallelism, but Qwen3 auto device mapping and GPT-OSS tensor parallel behavior are not the same bug." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated trainer features." + "reason": "Early stopping configuration and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and StableLmConfig pad_token_idx are separate model/config issues." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset behavior are different model-specific bugs." + "reason": "CamemBERT masked LM output issues and Qwen3.5 recurrent-state reset behavior are unrelated model bugs." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Unexpected num_items_in_batch in compute_loss and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Qwen3Moe FP8 loading and pipelines import failure due to kernels version/revision requirements are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Two tokenizer crashes, but on different models and different task/padding paths; not the same bug." + "reason": "Tokenizer crashes in different model families do not indicate the same underlying defect." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature breakage and Qwen3-VL device mapping assert are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are unrelated." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different problems." } ] }, @@ -4729,8 +4756,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -4792,8 +4819,8 @@ "issue:43873|issue:45704", "issue:43550|issue:43653", "issue:43606|issue:43720", - "issue:30064|issue:34634", "issue:29159|issue:36032", + "issue:30064|issue:34634", "issue:44387|issue:45701", "issue:44534|issue:46665", "issue:44492|issue:44509", @@ -4803,219 +4830,213 @@ "issue:42490|issue:43329", "issue:43606|issue:43653", "issue:45406|issue:45464", - "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:45357|issue:46402", + "issue:34634|issue:41720", "issue:44451|issue:44991", - "issue:43531|issue:44589", "issue:45759|issue:45859", - "issue:44625|issue:45479", + "issue:43531|issue:44589", "issue:44077|issue:44625", + "issue:44625|issue:45479", "issue:43644|issue:46665", "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "8e0080f59356c192b779f97c0005e7c708cd335bcca361ee552156221ba9a3fd", + "prepared_review_unit_hash": "62276c13512563372968dc410b22f8e4182d9da18b11806cfc55f0b8a71452c5", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36450, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs span unrelated tokenizer, multimodal, config, quantization, loading, and docs issues. I would not merge any of the proposed soft edges as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "If a representative issue is needed, `issue:45701` is the broadest regression-style report with the most external references, but there is no true canonical duplicate for the cluster as a whole.", + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, multimodal, offload, config, docs, and training bugs. None of the soft pairs look like the same underlying issue, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not form one duplicate theme; they are a mix of unrelated bugs across different subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45701` is the best overall representative among these issues because it is broad, user-facing, and comparatively well-connected, though it is still not a duplicate of the others.", + "best_issue_reason": "No best issue for deduplication: the cluster is too diverse for one issue to serve as a representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different failures: Qwen3Moe FineGrainedFP8Config vs Llava Next model load segfault." + "reason": "Different failure modes in different model families: Qwen3Moe FP8 config vs Llava Next load-time segfault." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct persistence on reload." + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload behavior." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated code paths." + "reason": "Training early-stopping metric lookup vs image processor void segmentation-map handling are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen3 multimodal bugs: video input processing vs from_pretrained weight_only loading." + "reason": "Both mention Qwen3 multimodal loading, but one is video input processing and the other is from_pretrained weight_only loading; different code paths." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are distinct issues." + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are separate issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token decode behavior." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "One is a CPU offload device mismatch; the other is packed-weight unpacking during accelerate loading." + "reason": "Both involve loading/offload infrastructure, but the concrete bugs differ: Bark CPU offload device mismatch vs BitNet packed-weight unpacking." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Image-processor segmentation maps and BarkProcessor voice_preset handling do not share the same bug." + "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens method-name conflict." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is not the same as the T5 add_special_tokens name conflict." + "reason": "Image processor segmentation-map failure and BarkProcessor voice_preset behavior are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory growth and tokenization changes across versions are different regressions." + "reason": "Int4 quantization memory/OOM regression does not match a tokenization-version change issue." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are separate problems." + "reason": "Non-persistent buffer initialization junk and from_pretrained inside Python classes are different loading bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to docs mentioning removed pipeline tasks." + "reason": "Cache-strategy typo and outdated docs mentioning removed pipeline tasks are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering last-batch truncation and SAM3 text/bounding-box behavior are different code paths." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box behavior." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and PEFT local-checkpoint loading are not the same bug." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different problems." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window and composite-config text_config unwrapping are distinct issues." + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen text_config unwrapping are distinct config/model issues." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model warning and undefined video-token helper names are unrelated." + "reason": "Trailing-slash local path warning is unrelated to the multimodal token-count video-branch undefined-name bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated failures." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token decode failure are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different bugs." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures do not overlap." + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming chat/completions failure are different serving bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update and generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counter update and progressive generation cache behavior do not share a code-path." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Qwen3.5 visual-encoder save_pretrained keys and Sam3Model text-encoder loading are separate multimodal issues." + "reason": "Both are multimodal weight-loading issues, but they affect different models and different saved/loaded components." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different model/tokenizer loading failures for ScandiBERT vs EMBEDDIA/est-roberta." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and missing Float8 storage are unrelated." + "reason": "Model/tokenizer loading failures for two different repos are not enough to treat as the same bug." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "from_config text_config unwrapping and CPU-offload rotary embedding compatibility are not the same issue." + "reason": "from_config text_config unwrapping and CPU-offload incompatibility in rotary embedding are separate issues." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "num_labels propagation and single-label zero-loss classification are different bugs." + "reason": "Qwen3-MoE sliding window support and missing Float8 storage are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "Optional post_init policy for patchtsmixer and Qwen3.5 num_labels propagation are distinct API/config problems." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0 and from_pretrained behavior inside Python classes are distinct." + "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained behavior inside Python classes are not the same bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatches affect different model paths." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." } ] }, @@ -5034,8 +5055,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -5049,7 +5070,7 @@ "issue:43421", "issue:43531", "issue:43540", - "issue:43596", + "issue:43550", "issue:43645", "issue:43653", "issue:43720", @@ -5062,7 +5083,6 @@ "issue:43994", "issue:44062", "issue:44186", - "issue:44220", "issue:44368", "issue:44451", "issue:44514", @@ -5074,6 +5094,7 @@ "issue:44936", "issue:44987", "issue:45042", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", @@ -5091,15 +5112,15 @@ "soft_pairs": [ "issue:44062|issue:44451", "issue:44368|issue:45357", - "issue:44987|issue:45042", "issue:43381|issue:43844", + "issue:44987|issue:45042", "issue:39692|issue:44610", "issue:44514|issue:44545", - "issue:44918|issue:44936", "issue:43421|issue:43927", + "issue:44918|issue:44936", "issue:45704|issue:45923", - "issue:43746|issue:46050", "issue:41720|issue:45704", + "issue:43746|issue:46050", "issue:43381|issue:45704", "issue:43531|issue:43645", "issue:42886|issue:44843", @@ -5111,233 +5132,233 @@ "issue:43994|issue:44671", "issue:43746|issue:43873", "issue:43421|issue:44186", - "issue:30064|issue:36010", "issue:45081|issue:45356", + "issue:30064|issue:36010", "issue:43720|issue:43819", - "issue:43653|issue:43720", "issue:45356|issue:45907", + "issue:43653|issue:43720", "issue:43540|issue:46294", - "issue:43596|issue:44220", - "issue:43295|issue:45834" + "issue:43295|issue:45834", + "issue:43550|issue:45072" ], - "prepared_review_unit_hash": "76a32d9a1ea60f3eab90c5cc8ecbe65f0d936fc959840a2128691ebb9795be45", + "prepared_review_unit_hash": "2ad5488cdb4997f2963540dd6fb4d34c0302760f54635eb6882354c42195f0c7", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37051, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 37056, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: almost all pairs are different bugs in different models or subsystems. The only clear duplicate is the pair of Qwen2_5_VLProcessor.apply_chat_template reports with identical failure mode and wording.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is mostly unrelated reports; the only true duplicate-looking pair is issue:44514/issue:44545.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "If a representative issue is needed, issue:44545 is the clearest duplicate target because it matches issue:44514 exactly and has the most directly stated failure scenario.", - "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "summary": "Mostly a loose semantic cluster of related but distinct issue reports. The offline-tokenizer pair and the Qwen2_5_VL batched chat-template pair are similar, but the packet only gives soft similarity and marks them non-deterministic, so they should stay tentative rather than be treated as confirmed duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44843 is the strongest anchor for the offline-tokenizer regression because it names the concrete _patch_mistral_regex/model_info() path; issue:42886 is the broader symptom report, but the packet does not provide direct duplicate-level evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it pinpoints the likely root cause and makes the offline-cache failure easiest to triage.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer/model-loading failures, but the concrete errors and affected code paths differ." + "reason": "Both are tokenizer/load failures, but the error modes and code paths look different." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a tie_word_embeddings warning in fine-tuning; the other is incorrect visual encoder key saving. Different bugs." + "reason": "Different bugs: a training warning about tie_word_embeddings vs a save/load regression for visual encoder keys." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Loading a model repo and a PIL/torchvision backend requirement regression are unrelated." + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient growth are separate problems." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Gradient checkpointing in eval mode is a different problem from gradient explosion under ZeRO-3." + "reason": "Model-loading breakage and PIL/torchvision dependency handling are unrelated." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different multimodal examples and failures; no shared concrete bug." + "reason": "Both touch vision processing, but they involve different models and different failures." }, { "left": "issue:44514", "right": "issue:44545", - "accept": true, - "reason": "Same processor, same batched padding=False crash, same title and failure mode; clear duplicate." - }, - { - "left": "issue:44918", - "right": "issue:44936", "accept": false, - "reason": "Both involve training/eval behavior, but they describe different failures and code paths." + "reason": "The titles match closely, but the packet only shows soft similarity and no direct duplicate evidence." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing and saved config token IDs are distinct tokenizer issues." + "reason": "Related tokenizer-surface area, but runtime post-processor updates and save/load token-ID loss are different bugs." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." + "reason": "Different trainer failures: embedding unpacking vs evaluate-after-train behavior." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "PEFT local checkpoint loading and quantized save/load breakage are different persistence bugs." + "reason": "T5 Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert has no overlap with T5 RMSNorm memory leak." + "reason": "CUDA assert on Qwen3 auto mapping is a different failure from the T5 memory-leak report." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/saving, but the concrete breakages differ." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Eval-mode checkpointing and T5 memory leak are different issues." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization." + "reason": "Sliding-window behavior and Jupyter custom-model initialization are separate bugs." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline tokenizer loading, but one is a generic cache-load failure and the other is a specific _patch_mistral_regex/model_info regression." + "reason": "They are likely related offline-tokenizer reports, but the packet does not provide enough direct evidence to call them the same bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Incorrect use_cache results and an error-message bug in T5 are unrelated." + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite config unwrapping and a missing gradient-checkpointing flag are separate issues." + "reason": "Composite config unwrapping and missing gradient-checkpointing support are different problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen model families and different multimodal failures." + "reason": "Different Qwen VL regressions: weight_only loading vs video position IDs." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizer special tokens, but one is about updating post-processors at runtime and the other is a BigBird-specific mask-token registration bug." + "reason": "Both mention tokenizer internals, but they are different bugs with different symptoms." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A SigLIP2 documentation example bug is unrelated to quantization offloading." + "reason": "SigLIP2 example failures and offloading-with-quantization behavior are not the same bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Incorrect outputs on two different models are not the same underlying bug." + "reason": "Different model-specific correctness regressions." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading with PEFT and quantization offloading are different code paths." + "reason": "Local-checkpoint loading with PEFT adapters is unrelated to quantized offloading behavior." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime tokenizer post-processor updates do not match LayoutLMv2 NER/padding crashes." + "reason": "Special-token post-processor updates and LayoutLMv2 tokenizer crashes are different issues." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Image segmentation map processing and an ImportError for GenerationMixin are unrelated." + "reason": "Both are Mistral-regex-related tokenizer regressions, but the concrete failures are not the same." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Both are in the Mistral-regex/tokenizer area, but one is an AttributeError crash and the other is a Kimi-K2.5 regression about codec handling; not enough to treat as the same bug." + "reason": "Image segmentation-map processing is unrelated to the GenerationMixin import error." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading and DAC latent reconstruction are unrelated." + "reason": "Packed-weight loading in BitNet and DAC STE/forward mismatch are unrelated." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "BigBird mask-token registration and BitNet packed-weight unpacking are different issues." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer regression and a hub API forwarding bug are unrelated." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different issues." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern video inputs, but they affect different Qwen model families and describe different processor/template mismatches." + "reason": "Both involve video inputs, but the affected models and failure stages differ." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel initialization and audio feature extraction are unrelated." + "reason": "Different model-loading/processor regressions with no shared concrete code path." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 OCR index errors are different bugs." + "reason": "Different inference failures in different models and execution modes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet: it correctly identifies the single obvious duplicate pair (issue:44514 / issue:44545) and treats the remaining soft pairs conservatively as non-duplicates. No PRs are present, so the PR-related fields are also consistent." + "accept": false, + "feedback": "The summary is directionally reasonable, but it overstates evidence for the two accepted soft edges. In the packet, both `issue:42886`\u2013`issue:44843` and `issue:44514`\u2013`issue:44545` are marked `deterministic_accept: false`, so treating them as true duplicates is too strong. The rest of the rejects are conservative enough, but the duplicate calls need to stay at most tentative unless the packet gives stronger direct evidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5349,8 +5370,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -5364,7 +5385,7 @@ "issue:43531", "issue:43540", "issue:43550", - "issue:43606", + "issue:43596", "issue:43611", "issue:43618", "issue:43643", @@ -5376,14 +5397,15 @@ "issue:43756", "issue:43819", "issue:43927", - "issue:43950", "issue:44008", "issue:44062", "issue:44186", "issue:44220", "issue:44442", "issue:44448", + "issue:44485", "issue:44488", + "issue:44509", "issue:44661", "issue:44671", "issue:44821", @@ -5391,7 +5413,6 @@ "issue:44877", "issue:44898", "issue:44991", - "issue:45072", "issue:45081", "issue:45084", "issue:45183", @@ -5399,236 +5420,228 @@ "issue:45584", "issue:45685", "issue:45834", - "issue:45987", "issue:46032", "issue:46665" ], "soft_pairs": [ - "issue:43550|issue:45072", + "issue:43596|issue:44220", "issue:43550|issue:43927", "issue:43618|issue:43697", "issue:44062|issue:44488", "issue:43611|issue:46665", - "issue:44220|issue:44661", "issue:44186|issue:44898", + "issue:44220|issue:44661", "issue:43653|issue:43819", "issue:43531|issue:43643", "issue:43335|issue:43756", - "issue:43540|issue:44008", "issue:43550|issue:43819", - "issue:30064|issue:36331", "issue:43643|issue:44877", - "issue:41720|issue:44991", + "issue:43540|issue:44008", "issue:44843|issue:45081", - "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:30064|issue:36331", "issue:39692|issue:45834", - "issue:43322|issue:45685", + "issue:44821|issue:45084", "issue:44186|issue:44442", - "issue:43716|issue:44008", + "issue:43322|issue:45685", "issue:44448|issue:44671", - "issue:43388|issue:46032", "issue:45584|issue:45834", - "issue:43644|issue:43749", + "issue:43388|issue:46032", + "issue:43716|issue:44008", "issue:45183|issue:45479", - "issue:43950|issue:45987", - "issue:43606|issue:45072" + "issue:43644|issue:43749", + "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "ddeea3d644ee6816b811ae698227f9e95bc42f69ebad7d671d95938f51d36d62", + "prepared_review_unit_hash": "4efafb91e39cc5f1a7e5e119e18166c54826607e00df709554ce39581c5eb1ee", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36312, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35390, + "estimated_input_tokens": 8848, + "estimated_eval_tokens": 17952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated model-loading, tokenizer, and runtime regressions. The soft pairs share broad subsystem themes, but none look like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43611 is the best anchor because it is a broad, core loading regression in Transformers 5.0 and is more representative of the cluster\u2019s repeated from_pretrained/model-init complaints than the narrower, model-specific reports.", + "summary": "This cluster is noisy: many items are broadly about Transformers v5 loading/tokenizer regressions, but the soft pairs mostly describe different concrete failures, so I would not merge them as duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set; it cleanly represents the cluster\u2019s general v5 model-loading breakage better than the narrower, more specialized bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the strongest single issue to keep as the cluster representative: it is clearly scoped, impacts a common code path, and is more general than the highly model-specific failures here.", + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it is general, user-facing, and closest to the shared theme of loading regressions across v5.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different failures: torch.compile + SDPA in Bamba versus dtype mismatches in SwitchTransformers/TimmWrapper. Same broad runtime category, not the same bug." + "reason": "Different subsystems and symptoms: Deepspeed/zero3 BertModel init versus audio feature extraction. No shared underlying bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba compile/SDPA crash and DiaConfig save/load token-ID loss are unrelated code paths and symptoms." + "reason": "One is a torch.compile/SDPA model execution bug; the other is config save/load losing custom token IDs. Different code paths." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are separate output-behavior issues in different models." + "reason": "CLIP attentions missing and RTDetrV2 output drift are separate model regressions with different mechanisms." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer AddedToken special-arg error is unrelated to loading cjvt/sleng-bert; no shared concrete bug." + "reason": "Both touch tokenizer loading, but one is an AddedToken API error and the other is a specific tokenizer model load failure. Not the same bug." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve loading, but one is a specific base_model_prefix regression and the other is a generic from_pretrained-in-class behavior complaint." + "reason": "Both involve from_pretrained/loading, but 43611 is a base_model_prefix regression while 46665 is about behavior inside Python wrapper classes. Different failure modes." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like / tokenizer mapping logic are different subsystems and failure modes." + "reason": "LayoutLMv2 tokenization/padding crash and Perceiver image-size interpolation failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Tokenizer padding/truncation crash in LayoutLMv2 is unrelated to Perceiver image classification resolution handling." + "reason": "Audio feature extraction bug versus add-new-model-like failing in TOKENIZER_MAPPING_NAMES. Different underlying issues." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC.from_latents / STE mismatch are different bugs in different components." + "reason": "BigBirdTokenizer special-token handling and DAC.from_latents vs forward mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss do not share the same underlying defect." + "reason": "Sliding-window MoE behavior and AutoConfig trust_remote_code field loss are different parts of the stack." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are model-structure/configuration bugs, but they affect different models and different mechanisms, so they are not the same change." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe and Gemma3n variable-name collision are distinct multimodal forward-pass bugs." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE-layer dropping." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and DAC latents mismatch are unrelated; same broad audio/model area is not enough." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature breakage are unrelated." + "reason": "torch.compile SDPA failure and DAC latent conversion mismatch are different model bugs." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and strict config rejection of granite_speech are different config-loading problems." + "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is overly strict config blocking granite_speech. Not the same issue." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and tokenizer load failure for EMBEDDIA/est-roberta are unrelated failures." + "reason": "Video-input processing in Qwen3OmniMoe and a Gemma3n variable-name collision are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call problem and the other is an AttributeError from a different tokenizer object shape." + "reason": "Both mention _patch_mistral_regex, but one is an offline-mode model_info() call and the other is a backend_tokenizer AttributeError. Distinct bugs in the same area." }, { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature regression are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index error are different issues with no shared concrete bug." + "reason": "SigLIP2 docs/model mismatch with quantization and Kosmos2.5 long OCR input index error are separate problems." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Llava Next segfault on load and MPS histogram_mps integer error are unrelated runtime/device issues." + "reason": "AutoImageProcessor URL loading and template compilation errors are different components and failure modes." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer auto-load failure are different tokenizer bugs." + "reason": "Tokenizer crash on NER/batched padding versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer are not the same bug." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Gemma 3n audio_mel_mask attribute collision are unrelated multimodal bugs." + "reason": "Llava Next segmentation fault and MPS histogram support error are unrelated runtime issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different code paths; not one underlying fix." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regression are different model-specific behaviors." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Metric-gathering label truncation and Mamba2Mixer use_cache correctness are unrelated training/inference bugs." + "reason": "Whisper empty transcription after token alignment and Kosmos2.5 long OCR input index error are unrelated." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-input index error are separate edge cases." + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are different training/inference issues." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained and FSDP CPU RAM efficient loading breakage are different regressions." + "reason": "Mistral-3 image preprocessor dtype mismatch and Gemma3n audio tensor attribute collision are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation error messaging for input_ids/inputs_embeds and degenerate zero-loss classification behavior are not the same bug." + "reason": "Input validation XOR error messaging and degenerate single-label classification loss are different bugs." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Silent non-persistent buffer corruption and StaticCache.get_seq_length returning a shape-(1,) tensor are unrelated contract violations." + "reason": "Non-persistent buffer junk values and FSDP CPU RAM efficient loading breakage are separate initialization/loading regressions." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "CPU offload device mismatch in bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapper are different problems." + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not duplicates." } ] }, @@ -5647,8 +5660,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -5662,6 +5675,7 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43606", "issue:43645", "issue:43720", "issue:43749", @@ -5669,11 +5683,10 @@ "issue:43818", "issue:43825", "issue:43827", + "issue:43950", "issue:43994", "issue:44291", "issue:44479", - "issue:44485", - "issue:44509", "issue:44561", "issue:44610", "issue:44671", @@ -5701,24 +5714,25 @@ "issue:46665" ], "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43950|issue:45987", "issue:43582|issue:46512", - "issue:44485|issue:44509", "issue:34634|issue:36010", "issue:44479|issue:45834", "issue:43825|issue:43994", "issue:43577|issue:43818", "issue:43421|issue:44811", "issue:43782|issue:44977", - "issue:44991|issue:46291", "issue:46294|issue:46463", - "issue:44805|issue:44936", "issue:43540|issue:45381", + "issue:44805|issue:44936", + "issue:44991|issue:46291", "issue:44561|issue:45020", "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:28218|issue:29159", - "issue:43577|issue:43582", "issue:43825|issue:43827", + "issue:43577|issue:43582", "issue:45987|issue:46192", "issue:43749|issue:44291", "issue:43645|issue:46665", @@ -5729,202 +5743,208 @@ "issue:45003|issue:46285", "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "7269b861276ff9bec4523ea7cbcb7cdbd93154b9c640cad2e14a8fce356c73f5", + "prepared_review_unit_hash": "8dc84860e73b8e4b29ee7822f1b9571754b8c7b4624c34e8bfc2e85d84b74a9a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35483, - "estimated_input_tokens": 8871, - "estimated_eval_tokens": 17998 + "soft_pair_count": 28, + "serialized_chars": 35840, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated transformer bugs (tokenizers, video/VL, loading, dtype, docs, trainer). The only plausible duplicate pair is the tokenizer spacing/inconsistency reports; the rest do not look like the same underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:29159 is the broader tokenizer-behavior report and can subsume the more specific added-token spacing symptom in issue:28218.", + "summary": "Most pairs are not true duplicates: they describe different models, different code paths, or one is just a broader umbrella report. The only clear duplicate-like match is the tokenizer added-token spacing regression and the slow/fast tokenizer inconsistency report.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 28218 is the clearest open, concrete report for the tokenizer added-token spacing regression, making it the best canonical issue for the one accepted duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best representative issue in the cluster because it is the clearest umbrella for the only apparent duplicate theme here; the rest of the issues are disparate.", + "best_issue_reason": "Issue 28218 is the best overall representative because it is specific, actionable, and matches the only pair that looks like the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config." + "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer corruption vs StaticCache seq-length return type." + }, + { + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipelines." + "reason": "Different symptoms and code paths: Apple Silicon warmup TypeError vs stale config dtype after from_config()." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset bug and a GenerationMixin import error are separate code paths." + "reason": "BarkProcessor voice_preset issue is unrelated to GenerationMixin import failure." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are vision/video-related, but they affect different models and different failure modes." + "reason": "Different model-specific regressions: Qwen video-input failure vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue about removed pipeline tasks; the other is a model quality/inference bug." + "reason": "One is an error-message wording issue; the other is a model output regression in SigLIP2." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are unrelated regressions." + "reason": "BLIP2 dtype loading bug and Video-LLaVA architecture/weights bug are not the same issue." }, { "left": "issue:43421", "right": "issue:44811", - "accept": true, - "reason": "Both point to tokenizer/processor special-token handling being inconsistent; 29159 is the broader formulation of the same bug family." + "accept": false, + "reason": "Tokenizer post-processor update bug is separate from Whisper batch_decode() ignoring skip_special_tokens." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issues are different problems." + "reason": "Loading error with weight_only=True is different from flash-attention generation behavior." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Tokenizer loading for a specific model and a pipelines import failure from kernels v0.15 are different breakages." + "reason": "Qwen3.5 video feature/token mismatch is unrelated to T5 decoder input validation messaging." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Both are video-input issues, but they affect different Qwen models and likely different code paths." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch and trainer.evaluate() after train() are not the same bug." + "reason": "Mask-shape IndexError is not the same as trainer.evaluate() failing after train()." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Both involve video inputs, but they target different models and likely different preprocessing/position-id logic." + "reason": "Tokenizer loading regression and kernels import/version requirement failure are separate problems." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "45020 is a broad umbrella about remote_code breakage; 44561 is a specific helper-removal regression, not clearly the same concrete bug." + "reason": "45020 is a broad umbrella for remote_code breakages, not the same concrete symbol-removal bug as 44561." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are unrelated." + "reason": "Processor output size mismatch is unrelated to bfloat16 dtype mismatch in inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and dtype mismatch inference failures are different issues." + "reason": "Packed-weights loading failure is a different issue from dtype mismatch." }, { "left": "issue:28218", "right": "issue:29159", "accept": true, - "reason": "These describe the same tokenizer inconsistency around added tokens/spacing; 29159 is the broader duplicate umbrella." + "reason": "Both point to the same tokenizer behavior regression around added tokens; 29159 frames it as slow/fast tokenizer inconsistency." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "BLIP2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Related topic, but one is a runtime error message and the other is stale documentation." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Both mention removed pipeline tasks, but one is runtime messaging and the other is stale docs; not the same bug." + "reason": "These are unrelated failures in different subsystems: dtype handling vs allocator warmup." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache sequence-length contract and return_tensors being ignored are separate API bugs." + "reason": "Non-persistent buffer corruption and return_tensors precedence are unrelated bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths." + "reason": "Both concern model loading, but the FSDP loading break and init_empty_weights TypeError are different failure modes." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization and from_pretrained inside Python classes do not appear to be the same concrete issue." + "reason": "Notebook custom-model initialization and from_pretrained inside classes are distinct issues." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction regression and tokenization changes are related only broadly, not the same underlying bug." + "reason": "CamemBERT MLM prediction regression is not the same as general tokenization changes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency packaging and Mistral regex patching are unrelated." + "reason": "Package extra/backend installation issue is unrelated to the Mistral regex patch crash." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature breakage are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are different bugs." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Allocator warmup on Apple Silicon and CUDA AMP loss crashes are unrelated runtime failures." + "reason": "Apple Silicon warmup TypeError is separate from CUDA AMP crash in LwDetrImageLoss." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structure drift are different code changes." + "reason": "Unsafe sys.modules access and CLIPTextModel structure inconsistency are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope-index scaling are different bugs." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE scaling bug do not share the same root cause." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen canonical issue, issue:29159, reasonably serves as the broader umbrella for issue:28218\u2019s added-token spacing symptom, and the rejection calls on the other pairs do not overclaim shared bug identity from title-level evidence. The one accepted soft pair (issue:43421/issue:44811) is a bit broad, but still defensible as a tokenizer/processor special-token handling family given the available evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted pair (28218/29159) is plausibly the same tokenizer-family regression from the titles alone, and the rejected pairs are generally justified by distinct models, subsystems, or failure modes. No mergeability issues apply here because this is not a PR-pair cluster." }, "evaluator_used": true, "retried": false, @@ -5940,8 +5960,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -5994,231 +6014,250 @@ "issue:46326" ], "soft_pairs": [ - "issue:43653|issue:44912", "issue:43262|issue:43819", + "issue:43653|issue:44912", "issue:43526|issue:43697", "issue:45081|issue:45406", "issue:45372|issue:46326", - "issue:44589|issue:45042", - "issue:43329|issue:45600", "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:44589|issue:45042", "issue:43742|issue:45020", - "issue:45084|issue:45538", - "issue:43526|issue:44554", "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:45084|issue:45538", "issue:43906|issue:46209", "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:43257|issue:43329", "issue:43819|issue:43927", - "issue:36010|issue:36331", "issue:36010|issue:43645", - "issue:42175|issue:46291", - "issue:43531|issue:45042", + "issue:36010|issue:36331", "issue:43720|issue:44610", + "issue:43531|issue:45042", "issue:38175|issue:44610", + "issue:42175|issue:46291", + "issue:39692|issue:44912", "issue:43746|issue:44811", "issue:44387|issue:44617", - "issue:39692|issue:44912", "issue:42490|issue:43257", - "issue:43854|issue:44977" + "issue:43854|issue:44977", + "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "2927d5b87f3b678ee75d52caf24414332d01799f95c1dea5bfeb42dcc35139f6", + "prepared_review_unit_hash": "19f65f9f0160afa9674ada3898d99213422bcba32597599582e69b800ac40d7f", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35879, - "estimated_input_tokens": 8970, - "estimated_eval_tokens": 18196 + "soft_pair_count": 29, + "serialized_chars": 36177, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad themes like loading, tokenizers, quantization, or model-family regressions. I would not merge any of the soft pairs; the best umbrella issue is the broad remote_code regression report, but even that is only a loose fit for the rest.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like report in the set: it describes recent-version regressions breaking model loading via `remote_code`, which is the closest shared theme across several other reports. The rest are much more specific model/component bugs and do not form a true duplicate set.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad Transformers themes (loading, tokenizers, multimodal processors, quantization, training) but not the same concrete defect. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across different models, processors, tokenizers, training paths, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best representative because it captures the highest-level regression pattern and is more general than the other issues, which are mostly narrow, model-specific failures.", + "best_issue_reason": "No strong global representative: the cluster is too mixed for one issue to serve as a reliable canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "BigBird tokenizer special-token decoding bug and MXFP4 quantization fallback are unrelated failures." + "reason": "Different subsystems and failures: audio processor sampling-rate default vs DAC latent reconstruction mismatch." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are different code paths and symptoms." + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization loading/fallback." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RTDetrV2 output drift are distinct vision-model issues." + "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output drift." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve tokenizer/processor loading, but one is a Mistral regex/backend_tokenizer crash and the other is a Gemma4Processor missing `_tokenizer`; different bugs." + "reason": "Both are tokenizer/processor load crashes, but they affect different models and different code paths." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "ReasoningEffort import failure and `continue_final_message` behavior are separate mistral_common-related problems, not the same underlying bug." + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are unrelated runtime/dependency issues." + "reason": "Related warning wording, but the underlying model/config issues are not the same concrete bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-token helper variables and stale auto_mappings config references are different regressions." + "reason": "Multimodal token counting video-path bug is unrelated to auto_mappings referencing removed configs." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both are warning-related on Qwen models, but one is a tied-weights warning bug and the other is a `tie_word_embeddings=False` warning during LoRA fine-tuning; not the same fix." + "reason": "Float8 storage lookup failure is unrelated to PIL backend requiring torchvision." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error is not the same as the broader `remote_code` loading regression." + "reason": "A specific MobileLLM load KeyError is not the same as generic remote_code breakage." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Template compilation errors and CLIPTokenizer `model_max_length` behavior are unrelated." + "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization loading behavior." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT label processing and MPS attention correctness are different subsystems." + "reason": "Different bugs: label reduction in an image processor vs MPS attention correctness." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and MXFP4 quantization fallback are separate issues." + "reason": "Template compilation error is unrelated to CLIPTokenizer max length." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as the FP8 inference failure on B200." + "reason": "A reproduction of an older issue is not the same as FP8 inference failure on B200." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling for tokenizer/model loading and a tokenizer-loading regression for est-roberta are both loading issues, but they have different root causes and are not clearly the same bug." + "reason": "Both are loading problems, but one is gguf_file handling and the other is a specific tokenizer regression." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index error and `evaluate()` failing after `train()` are distinct trainer failures." + "reason": "Zero3/Bert index error is unrelated to evaluate-after-train failure." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3-MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + "reason": "Qwen3 MOE weight conversion/loading is unrelated to multimodal token counting." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent forward mismatch and DiaConfig losing custom token IDs are different model/config bugs." + "reason": "DAC latent/STE mismatch is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:36010", - "right": "issue:36331", + "right": "issue:43645", "accept": false, - "reason": "`GenerationMixin` import failure and `compute_loss()` kwarg incompatibility are unrelated API breakages." + "reason": "ImportError for GenerationMixin is unrelated to Jupyter custom model initialization regression." }, { "left": "issue:36010", - "right": "issue:43645", + "right": "issue:36331", "accept": false, - "reason": "Importing `GenerationMixin` and notebook custom-model initialization failures do not describe the same problem." + "reason": "Import path breakage is unrelated to compute_loss signature change." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Missing TensorFlow from the `.[torch]` extra and `transformers.pipelines` breaking on kernels v0.15 are separate dependency issues." + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and PIL image processor torchvision requirements are unrelated." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency." }, { - "left": "issue:43720", + "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo processor size mismatch are different code paths." + "reason": "SigLIP2 zero-probability behavior is unrelated to OmDet-Turbo preprocessing size mismatch." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow extra packaging issue is unrelated to kernels v0.15 import requirements." + }, + { + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated model bugs." + "reason": "Docs/example errors for SigLIP2 are unrelated to git-oss-20b MXFP4 loading." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "GraniteSpeech PEFT local-checkpoint loading and Whisper batch_decode skipping special tokens are not the same issue." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "A Transformers 5.x int4 memory regression and Sam3Video OOM are different causes." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "SigLIP2 documentation example errors and MXFP4 quantization fallback are unrelated." + "reason": "Both mention OOM, but the causes are different: quantization memory regression vs model-specific video OOM." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Local-path slash import warning is unrelated to Qwen3 MOE weight conversion." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are different model-specific bugs." + "reason": "GLM-4.7 loading issue is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "These are not the same bug; one is an isolated reproduction, the other is an FP8 hardware-specific inference failure." + }, + { + "left": "issue:45020", + "right": "issue:44977", + "accept": false, + "reason": "Generic remote_code breakage is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch decode skip_special_tokens." } ] }, @@ -6237,19 +6276,20 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:28282", "issue:29159", + "issue:33357", "issue:34567", "issue:34689", "issue:40990", + "issue:42175", "issue:42915", "issue:43257", - "issue:43262", "issue:43329", "issue:43404", "issue:43425", @@ -6264,6 +6304,7 @@ "issue:43697", "issue:43742", "issue:43749", + "issue:43824", "issue:43906", "issue:43927", "issue:43931", @@ -6271,7 +6312,6 @@ "issue:44479", "issue:44568", "issue:44756", - "issue:44811", "issue:44821", "issue:44912", "issue:44987", @@ -6291,218 +6331,213 @@ "issue:46424" ], "soft_pairs": [ - "issue:46421|issue:46424", - "issue:43262|issue:44811", "issue:43643|issue:45759", "issue:43257|issue:43696", "issue:45459|issue:45803", + "issue:46421|issue:46424", "issue:43329|issue:44479", "issue:43650|issue:43906", "issue:43257|issue:43931", "issue:43329|issue:43450", "issue:42915|issue:43742", - "issue:43606|issue:45859", "issue:43749|issue:44756", + "issue:43606|issue:45859", "issue:34567|issue:40990", - "issue:43454|issue:43577", "issue:44291|issue:45042", + "issue:43454|issue:43577", "issue:42915|issue:44821", - "issue:43525|issue:46291", "issue:29159|issue:34567", "issue:43927|issue:44912", "issue:44568|issue:45356", + "issue:43525|issue:46291", "issue:44987|issue:45538", "issue:43697|issue:45357", "issue:43404|issue:45127", - "issue:43425|issue:46291", - "issue:42915|issue:45538", "issue:28282|issue:34689", - "issue:45137|issue:45405" + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:42175|issue:43824" ], - "prepared_review_unit_hash": "23eed1b7ecc7cf81e573051068467c36f2e104f7e6dd2a7b05ca54b71425b410", + "prepared_review_unit_hash": "51133d500aec757b4d7591da794b2c97926d9e04216fd9251b5482f2c0cb0895", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35405, - "estimated_input_tokens": 8852, - "estimated_eval_tokens": 17960 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated tokenizer, multimodal, loading, training, and cache bugs. None of the soft pairs look like the same underlying fixable change, so I would reject all of them; 46421 is only the least-bad anchor because it is current and broadly framed.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 46421 is the best anchor only in a loose sense: it is current, open, and broadly scoped around cache behavior, whereas the rest are mostly unrelated one-off bugs.", + "summary": "This cluster is mostly a loose embedding grouping of unrelated Transformers issues. The proposed soft pairs share broad vocabulary at best, but not the same underlying bug or change, so they should all be kept separate.", + "confidence": 0.18, + "canonical_issue_reason": "issue:43257 is the most concrete and representative of the cluster\u2019s recurring theme of model-loading/weight-conversion failures, with a specific reproducible path (Qwen3 MoE + accelerate/deepspeed) rather than a vague symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46421 is the most representative single issue here, but the set is too heterogeneous to treat as a real duplicate cluster.", + "best_issue_reason": "issue:43257 has the clearest, most actionable failure mode and the strongest fit as a representative issue among the mostly unrelated model-loading regressions in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46421", - "right": "issue:46424", - "accept": false, - "reason": "Both are cache-related, but one is about chunked-prefill recompilation and the other about max_cache_length handling; different bugs and likely different fixes." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Different subsystems and symptoms: audio chat-template sampling rate vs Whisper batch_decode special-token handling." - }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model-loading logic, but one is missing fields from trust_remote_code and the other is composite config unwrapping; not the same bug." + "reason": "Both concern configuration/model construction, but they hit different code paths: one is trust_remote_code field loss in AutoConfig, the other is unwrapping text_config in AutoModelForCausalLM.from_config for composite Qwen configs." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading bug vs GPT-oss OOM; unrelated failure modes." + "reason": "Different bugs and symptoms: Qwen3 MoE weight conversion/loading vs a GPT-oss CUDA OOM. No shared underlying defect." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention hiding errors, but they are different code paths and different root causes; not the same bug." + "reason": "Both involve exception handling, but the failures are unrelated: tokenizer decode-error masking vs bare except swallowing KeyboardInterrupt in Fuyu tensor conversion." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache subsystem, but different bugs: lazy initialization causing recompilation vs max_cache_length being ignored except for Quantized Cache." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting while the other is a broader v5.3 video-input regression across models." + "reason": "Both mention video VLM behavior, but one is an undefined-variable bug in _get_num_multimodal_tokens and the other is a broader regression across several models; not the same concrete fix." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No shared concrete bug is visible; one is non-informative and the other is an isolated reproduction of a separate issue." + "reason": "No meaningful overlap; these are unrelated issue reports with no shared code path or failure mode." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 problems: MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch on load." + "reason": "Both are Qwen-related loading issues, but one is MoE weight conversion with accelerate/deepspeed while the other is a shape mismatch for Qwen3-VL-30B. Different defects." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both touch video processing, but one is a token-count helper bug and the other is incorrect batched output shapes; different fixes." + "reason": "Different video-processing failures: undefined multimodal token helper variables vs batched video processor shape handling." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Unrelated model-loading failures with different models and error classes." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both involve CPU offload, but they are different models and different incompatibilities; not one duplicate bug." + "reason": "Different models and failures: FineGrainedFP8Config support for Qwen3Moe vs a key error loading MobileLLM-125M." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory-related problems: FSDP RAM-efficient loading vs disabling mmap on Strix Halo." + "reason": "Both are performance/memory-related, but one is broken FSDP CPU RAM efficient loading and the other is mmap-triggered OOM on Strix Halo. Not the same bug." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Training-state token counting bug vs high perplexity on a model/eval setup; no shared underlying issue." + "reason": "Both mention CPU offload, but they are distinct model-specific bugs with different failing components and symptoms." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Weight-tying failure causing bad generation vs dtype propagation staying float32; unrelated issues." + "reason": "Unrelated issues: TrainerState token counting vs high perplexity on GPT-oss-20b." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init_empty_weights argument compatibility vs torchvision dependency requirement in PIL image processors; different code paths." + "reason": "Completely different areas: init_empty_weights argument handling vs image processor backend dependency requirements." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Completely different areas: FP8 MoE loading vs loading AutoImageProcessor from URL." + "reason": "Different subsystems and failures: tied lm_head weights in AyaVision vs dtype propagation in Blip2." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Llama4 config field missing vs pipelines import failing on kernels version/revision requirements; unrelated." + "reason": "No shared underlying bug; Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count updating; different components and symptoms." + "reason": "Tokenizer inconsistency vs training token-count bookkeeping; not the same problem." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Saving/loading custom token IDs vs MXFP4 quantization fallback; not the same underlying bug." + "reason": "Different bugs: DiaConfig save/load losing token IDs vs MXFP4 quantization falling back to bf16." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and appear to stem from different tokenizer logic." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and failure modes, so they should not be merged." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated issues: missing pad_token_id on Llama4Config vs kernels dependency requirements during transformers.pipelines import." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no common code-path: loading physical-intelligence/fast vs CLIPTokenizer max_length handling." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Detection-model output regression vs Qwen3.5 save_pretrained key serialization; unrelated." + "reason": "One is an RTDetrV2 output regression, the other is incorrect visual encoder keys during Qwen3.5 save_pretrained. Different defects." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight tying is mentioned in both, but one is a missing tie in model init and the other is LoRA merge collapse with extended vocab; different bugs." - }, - { - "left": "issue:43425", - "right": "issue:46291", - "accept": false, - "reason": "Torch version incompatibility vs kernels dependency/version-revision import failure; unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FP8 MoE load failure vs tokenizer model_max_length constant misuse; no shared code path." + "reason": "Both involve weight tying, but one is a missing tie in Mistral3 multimodal generation while the other is LoRA merge collapse with extended vocab. Not the same fix." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different load-time dependency/model-loading problems with different affected models and environments." + "reason": "Different failure modes: missing PyTorch import vs a specific model-loading regression for Llama 3.2 Vision." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs an upper-bound version bump for PEFT; unrelated." + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs a version pin bump for PEFT." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Bus error loading a CLIP model on macOS vs TrainerState token counting not updating; no shared bug." } ] }, @@ -6521,8 +6556,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -6531,7 +6566,6 @@ "issue:28282", "issue:29127", "issue:29159", - "issue:33357", "issue:34567", "issue:36331", "issue:38175", @@ -6548,7 +6582,6 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:43994", "issue:44062", "issue:44291", @@ -6572,252 +6605,251 @@ "issue:45538", "issue:45701", "issue:45907", + "issue:46399", "issue:46463", + "issue:46491", "issue:46512" ], "soft_pairs": [ - "issue:42175|issue:43824", - "issue:33357|issue:34567", "issue:43577|issue:46512", "issue:43452|issue:43582", - "issue:43317|issue:45538", "issue:28282|issue:29127", "issue:43742|issue:44291", "issue:44062|issue:44991", - "issue:41720|issue:43540", + "issue:43317|issue:45538", "issue:44849|issue:45701", "issue:42915|issue:43749", + "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:24643|issue:29159", - "issue:27957|issue:28282", - "issue:42175|issue:44488", "issue:38175|issue:44898", "issue:44568|issue:45488", + "issue:27957|issue:28282", "issue:44987|issue:45907", + "issue:42175|issue:44488", "issue:43493|issue:43994", - "issue:44291|issue:44821", "issue:43257|issue:43756", "issue:34567|issue:36331", + "issue:44291|issue:44821", "issue:44737|issue:46463", "issue:44792|issue:44964", - "issue:43577|issue:45072", "issue:44062|issue:45081", - "issue:43742|issue:44589" + "issue:43577|issue:45072", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:44568|issue:46491" ], - "prepared_review_unit_hash": "c632403f8b32e856d89fb7b646fe00d4fda3b7e86d44c05ca308b1869d197435", + "prepared_review_unit_hash": "52033fc88088bb27c47cb078fb91f48f453bbfcd169ccd80d33106d1c6b7c3a3", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36483, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is fairly heterogeneous, with most items only loosely related by being model/tokenizer/load regressions. I found two clear duplicate-like subgroups: Qwen2.5-VL video regression (44479/45381) and SigLIP2 wrong outputs (43493/43994).", - "confidence": 0.61, - "canonical_issue_reason": "issue:44479 is the strongest duplicate anchor in the set: it describes a broad Qwen video-input regression and directly subsumes the narrower 45381 report.", + "summary": "Heterogeneous issue cluster spanning tokenizer regressions, model-loading failures, dtype/config mismatches, and multimodal/video bugs; no PRs were provided. The soft pairs look like topical similarity rather than same underlying defects, so none should be merged as duplicates.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45488 is the strongest concrete anchor: it describes a specific, high-impact tokenizer regression with clear reproduction and broader impact than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most actionable representative of the clearest same-bug subgroup in this cluster, with explicit regression scope and a direct narrower counterpart.", + "best_issue_reason": "issue:45488 is the most useful representative issue in this set because it is specific, actionable, and closest to a reusable regression pattern; the rest are largely unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Packaging/backend availability and a model import failure are different bugs and code paths." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "A macOS bus error in CLIP loading is unrelated to TrainerState token accounting." - }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is a BLIP2 load-time model dtype bug and the other is stale config metadata; not the same bug." + "reason": "Both are dtype-related, but one is Blip2 loading behavior while the other is from_config leaving config.dtype stale; different code paths and failures." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF/from_pretrained breakage and AppleSilicon allocator warmup are unrelated failures." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "Device-map/offload loading and CLIPTokenizer max-length handling are different issues." + "reason": "Tokenizer/AutoModel loading via gguf_file is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import and a LayoutLMv3 error-message clarity issue are not duplicates." + "reason": "AutoModel missing PyTorch is a backend/import problem, while LayoutLMv3 is about clearer validation errors for bad boxes." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different load-time failures with different triggers; no clear shared code path." + "reason": "MobileLLM key errors and init_empty_weights argument mismatches are separate loading failures with different triggers." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer bugs, but the specific failure modes and affected code paths differ." + "reason": "AddedToken duplicate-special-argument error is a token construction bug; EMBEDDIA tokenizer loading is a different model-specific regression." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video input validation are distinct problems." + "reason": "device_map/offload dequantized-model loading is unrelated to CLIPTokenizer's oversized model_max_length." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "A Qwen3.5 hidden-states bug is not the same as a generic tokenization regression report." + "reason": "Qwen3.5 hidden-state output bug and general tokenization-version changes are not the same code-path or symptom." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading are separate distributed/runtime issues." + "reason": "Qwen3MoE FP8 config failure is model/config specific; FSDP CPU RAM efficient loading is a separate training/loading feature bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert on A800 differs from Qwen3OmniMoe video input processing error." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they affect different Qwen models with different errors and no clear shared bug." + "reason": "Both involve Qwen3 video, but one is input processing failure and the other is a StopIteration in embedding/video handling; not clearly the same bug." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "45381 is a narrower report of the same Qwen2.5-VL video-input/vision_position_ids regression covered by 44479." + "accept": false, + "reason": "These are both video regressions, but one spans multiple Qwen vl families and the other is specifically wrong vision_position_ids in qwen2.5-vl." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different Qwen video bugs in different model families; too little evidence they are the same defect." + "reason": "Qwen3OmniMoe video processing and the broader v5.3.0 video regression are related only at subsystem level, not the same defect." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape training failure and tokenizer inconsistency are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta and missing PyTorch import are different issues." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Backend packaging and a model-load failure are not the same underlying bug." + "reason": "DeepSpeed weight-shape RuntimeError and tokenizer slow/fast inconsistency are completely different classes of bugs." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero-probability output and Perceiver non-default resolution failure involve different models and code paths." + "reason": "SigLIP2 zero probabilities and Perceiver image-classification resize/interpolation failure affect different models and mechanisms." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token insertion and LlamaTokenizer pre-tokenizer override are distinct tokenizer regressions." + "reason": "mdeberta add_special_tokens not adding BOS/EOS and LlamaTokenizer overriding ByteLevel with Metaspace are both tokenizer regressions, but not the same model or implementation bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are unrelated model/backend issues." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "A model load failure and a Hub API revision-forwarding bug are unrelated." + "reason": "Loading fast model on transformers>=5.1.0 and list_repo_files not forwarding revision are different API regressions with no shared code-path." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both report the same SigLIP2 implementation/output regression: one as a discrepancy vs JAX, the other as nonsensical outputs in AutoModel/pipeline." + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and failure to load cjvt/sleng-bert are separate concerns." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "`init_empty_weights` argument handling and loading an image processor from URL are different failures." + "reason": "SigLIP2 discrepancy vs JAX is an implementation parity issue; nonsensical AutoModel/pipeline output is broader and not clearly the same bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE deepspeed weight conversion and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + "reason": "Qwen3 MoE loading with accelerate+deepspeed and Smollm3 RoPE-layer count mismatch are different model-specific defects." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and a CustomTrainer signature break are different trainer issues." + "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are unrelated trainer API issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights unexpected argument and AutoImageProcessor URL loading are separate loading mechanisms." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement and T5 decoder-input validation messaging are unrelated." + "reason": "XLNet CPU arange placement bug and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both touch multimodal models, but one is a Janus test failure and the other is a Phi-4 multimodal load failure; not the same bug." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different multimodal problems with different symptoms." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument conflict and Mistral regex patch crash are distinct tokenizer internals bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "These are separate dtype mismatch reports for different models/code paths." + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different dtype problems in different models." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Different tokenizer failures: AddedToken construction vs Mistral regex patching." + "reason": "Smollm3 RoPE-layer mismatch and Qwen3.5 apply_rotary_pos_emb registration error do not share the same failure mode." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and a Float8 storage lookup error are unrelated." + "reason": "Key error loading MobileLLM-125M is unrelated to missing Float8 storage type handling." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "These are both tokenizer regressions, but one is special-token addition failure and the other is a leading-space encode/decode regression in CodeLlama." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are supported by the issue titles and the reported scopes, and the rejected soft edges are phrased cautiously without overclaiming. I don\u2019t see evidence of merge-incompatible pairings or unsupported certainty." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6829,8 +6861,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -6845,16 +6877,18 @@ "issue:43526", "issue:43531", "issue:43643", + "issue:43688", "issue:43697", "issue:43720", + "issue:43749", "issue:43756", + "issue:43819", "issue:43906", "issue:44466", "issue:44488", - "issue:44493", - "issue:44568", "issue:44625", "issue:44737", + "issue:44811", "issue:44821", "issue:44877", "issue:44898", @@ -6876,220 +6910,225 @@ "issue:45823", "issue:45920", "issue:45987", - "issue:46050", "issue:46121", - "issue:46399", "issue:46463", - "issue:46468", - "issue:46491" + "issue:46468" ], "soft_pairs": [ - "issue:43756|issue:46399", - "issue:44568|issue:46491", + "issue:43756|issue:45325", "issue:45042|issue:45081", "issue:43906|issue:46468", - "issue:43756|issue:45325", - "issue:44737|issue:45588", "issue:45823|issue:46463", + "issue:44737|issue:45588", "issue:45405|issue:45600", - "issue:43531|issue:44821", - "issue:43404|issue:45987", "issue:43526|issue:45479", + "issue:43404|issue:45987", + "issue:43531|issue:44821", "issue:43452|issue:44488", "issue:45357|issue:45920", "issue:43906|issue:45381", - "issue:44913|issue:46121", "issue:44625|issue:44877", + "issue:44913|issue:46121", "issue:43720|issue:44898", "issue:43697|issue:45216", - "issue:24643|issue:29127", "issue:43643|issue:45375", + "issue:24643|issue:29127", "issue:28282|issue:32090", "issue:45200|issue:46463", "issue:28282|issue:35141", "issue:41762|issue:44936", "issue:44466|issue:45005", - "issue:44493|issue:46050" + "issue:43819|issue:44811", + "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "72bbae037fa57efdc430c9d54a454d2e265f72ac00781caa3ee803daafe35a06", + "prepared_review_unit_hash": "ff166f2499e11529f23d92be4cf9bf78ebd3a083a4cbf22dff9b27b42419c9d4", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35123, + "estimated_input_tokens": 8781, + "estimated_eval_tokens": 17818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of Transformer bug reports across unrelated subsystems (tokenizers, configs, training, vision, DeepSpeed, tied weights). None of the proposed soft pairs look like the same underlying bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45920 is the broadest, most representative regression report here: it clearly describes a v5 AutoTokenizer break affecting multiple model families and is concrete enough to anchor the cluster.", + "summary": "Mostly heterogeneous issue set with no broad duplicate cluster. The only credible overlap is the tied-weights serialization/regression pair around `lm_head.weight` (44466/45005); the rest are distinct bugs across unrelated code paths.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44466 is the clearest, most self-contained regression report in the set: it names the concrete symptom, the affected code path (`lm_head.weight` / tied weights serialization), and lines up with the only near-duplicate issue (45005).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the best combination of breadth, clear repro impact, and cross-model relevance, making it the strongest issue anchor among this mixed set.", + "best_issue_reason": "issue:44466 is the best representative issue because it is specific, actionable, and tied to a concrete serialization bug rather than a broader umbrella report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", - "right": "issue:46399", - "accept": false, - "reason": "Both mention RoPE/rotation-adjacent behavior, but one is about Smollm3 dropping layers and the other is a Qwen3.5 kernel-registration crash. Different models and different failure modes." - }, - { - "left": "issue:44568", - "right": "issue:46491", + "right": "issue:45325", "accept": false, - "reason": "Both are tokenizer regressions, but mdeberta-v3 missing add_special_tokens BOS/EOS is unrelated to CodeLlama stripping a leading space on round-trip." + "reason": "Both are positional/rope-related, but they describe different mechanisms and model families: Smollm3 layer dropping vs Qwen2.5-VL rope indexing. Not the same bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is PIL image processors incorrectly requiring torchvision; the other is a Mistral tokenizer regex patch crash. Different code paths entirely." + "reason": "Different subsystems and failure modes: PIL image processors requiring torchvision vs a Mistral tokenizer regex patch crash." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "No evidence these are the same bug: one is a reproduction of an earlier issue, the other is a broken Nemotron example. Too generic to merge." + "reason": "One is an isolated reproduction of issue 38071; the other is a broken Nemotron example. Different underlying problems." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both involve RoPE/position-related logic, but they concern different models and distinct scaling/coverage bugs. Not the same underlying defect." + "reason": "Gemma4 device-mismatch in forward pass vs T5 decoder-input validation error messaging. Different bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange in relative position encoding is unrelated to flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:45823", - "right": "issue:46463", - "accept": false, - "reason": "Gemma4 PLE device mismatch during forward is unrelated to T5 decoder-input validation error messaging." + "reason": "XLNet CPU device placement issue vs flash-attention crash on `s_aux=None`. Not the same code path." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency-version bump and a stale auto_mappings reference are unrelated CI/config maintenance issues." + "reason": "Dependency version bump issue vs stale auto-mappings referencing removed configs. Different causes and fixes." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different subsystems with no shared concrete bug." + "reason": "BEiT image processor label reduction bug vs sequence-classification zero-loss bug. Unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Tied lm_head weight serialization and StaticCache.get_seq_length returning a shape-(1,) tensor are unrelated issues." + "reason": "Mistral3 tied-weight regression vs `StaticCache.get_seq_length()` returning a tensor. Different functionality." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "BEiTImageProcessorFast reduce_labels returning one label is unrelated to the zero-loss classification bug with num_labels=1." + "reason": "Qwen3-MoE sliding-window behavior vs loading an AutoImageProcessor from URL. No concrete overlap." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both involve model/tokenizer loading failures, but one is about gguf_file handling and the other is a specific model load regression. Not the same bug." + "reason": "Both concern loading, but one is `gguf_file` handling for tokenizer/CausalLM and the other is a specific model load failure. Too different to treat as the same bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both touch Qwen3.5, but one is about save_pretrained saving visual encoder keys and the other is AutoTokenizer producing wrong token IDs across many models." + "reason": "Qwen3.5 save_pretrained visual-key serialization bug vs AutoTokenizer producing wrong token IDs across many models. Different layers and symptoms." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of an earlier issue and a Qwen2.5-VL video position-id bug are different reports with no concrete overlap." + "reason": "Isolated reproduction of a previous issue vs Qwen2.5-VL video `vision_position_ids` regression. Not the same defect." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "GPTNeoX rotary_pct reloading default and convert_rope_params_to_dict failing on JSON-loaded lists are both rope-related, but they are distinct config-handling bugs." + "reason": "Qwen3.5 `num_labels` propagation bug vs strict config blocking `granite_speech` loading. Different config-handling issues." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are unrelated config issues." + "reason": "GPTNeoX `rotary_pct` reload regression vs `convert_rope_params_to_dict` TypeError on JSON-loaded lists. Related theme, but not the same bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver image classification failing with interpolate_pos_encoding=True." + "reason": "BitNet packed-weight loading failure vs Perceiver interpolation failure. Different model families and code paths." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained corruption are separate regressions in different components." + "reason": "RTDetrV2 output drift regression vs Qwen3.5 checkpoint save_pretrained regression. Separate issues." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "DeepSpeed training weight shape error and layoutlmv3 box-information error are entirely unrelated." + "reason": "Generic `trust_remote_code` missing-fields issue vs a specific Qwen3_5MoeVisionConfig field dropped by strict config handling. Similar theme, but not the same underlying bug." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code and a specific Qwen3_5MoeVisionConfig field being dropped are not the same bug." + "reason": "DeepSpeed training `weight` dimensionality error vs LayoutLMv3 box-information error message quality. Completely different." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-not-found ImportError and Trainer _gpu_broadcast_one(NoneType) are unrelated environment/runtime failures." + "reason": "Missing PyTorch import dependency vs Trainer broadcast of `NoneType`. Different failure modes." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting to zeros and a T5 decoder-input validation error message are different issues." + "reason": "Gemma 4 missing `mm_token_type_ids` default vs T5 decoder-input validation messaging. Not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch vs token-embedding resize causing output embedding reinit. Unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash vs Trainer evaluate-after-train failure. Different problem areas." }, { "left": "issue:44466", "right": "issue:45005", + "accept": true, + "reason": "Both describe tied-weights regressions in v5 around `lm_head`/serialization behavior; they look like the same underlying save/load code-path problem and could plausibly be fixed together." + }, + { + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both mention tied weights, but one is inconsistent serialization of lm_head.weight and the other is a broader translation-model tied-weights issue. Not enough to treat as one bug." + "reason": "DAC latent reconstruction mismatch vs Whisper `batch_decode()` ignoring `skip_special_tokens`. Different APIs and bugs." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Unexpected position-id key warnings and quantized-model save/load breakage are unrelated." + "reason": "Aux-loss normalization bug in OLMoE/GPT Oss vs FSDP CPU RAM efficient loading breakage. No direct overlap." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only supported soft-edge overlap is the tied-weights regression pair 44466/45005, and the rejections are phrased conservatively based on distinct titles/code paths. No clear overstatement from the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7101,8 +7140,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -7122,20 +7161,19 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43819", "issue:43927", "issue:44361", "issue:44442", "issue:44464", "issue:44479", "issue:44484", + "issue:44493", "issue:44514", "issue:44568", "issue:44625", "issue:44704", "issue:44734", "issue:44743", - "issue:44811", "issue:44843", "issue:44936", "issue:44991", @@ -7149,6 +7187,7 @@ "issue:45704", "issue:45823", "issue:46002", + "issue:46050", "issue:46170", "issue:46178", "issue:46402", @@ -7156,185 +7195,166 @@ "issue:46612" ], "soft_pairs": [ - "issue:43819|issue:44811", - "issue:44361|issue:44442", + "issue:44493|issue:46050", "issue:43452|issue:44843", - "issue:43688|issue:43749", + "issue:44361|issue:44442", "issue:38175|issue:43295", "issue:43653|issue:44361", "issue:45372|issue:46170", "issue:44936|issue:45823", - "issue:45542|issue:46178", "issue:42898|issue:46491", + "issue:45542|issue:46178", "issue:43452|issue:43577", - "issue:43531|issue:43742", "issue:44514|issue:45381", "issue:43295|issue:45356", + "issue:43531|issue:43742", "issue:43577|issue:43697", "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:44464|issue:44743", "issue:44843|issue:44991", - "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:44484|issue:44704", + "issue:29159|issue:33357", + "issue:44464|issue:44743", "issue:43653|issue:43927", "issue:43756|issue:46402", + "issue:44484|issue:44704", "issue:43688|issue:45440", "issue:43688|issue:45701", - "issue:43550|issue:44361", "issue:44479|issue:44625", + "issue:43550|issue:44361", "issue:45491|issue:46002", "issue:44734|issue:46612" ], - "prepared_review_unit_hash": "509cac7caf2dea4000d46198f8a3ffe2cba09800b896ef819a9a22c7a3198aaa", + "prepared_review_unit_hash": "3c4814ed86df7b3362e484a1562fe01eef354995d15eda28bd1ee84e329112a0", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36849, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "soft_pair_count": 29, + "serialized_chars": 36532, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous collection of unrelated bug reports; no soft pair looks like the same underlying issue, so I reject all candidate merges. The broadest tokenizer-regression report is the best available issue anchor, but the cluster itself is not cohesive.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45701 is the broadest umbrella-style tokenizer regression report and the most plausible anchor among a mixed set.", + "summary": "This cluster is very broad: it mixes tokenizer regressions, model-loading failures, generation/cache bugs, backend/device issues, and model-specific numerical problems. I do not see any soft pair that is clearly the same underlying bug, so all candidate merges should be rejected. The most representative issue is the broad tokenizer-regression report, but even that is not a true duplicate of the rest.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and the most representative anchor, though the cluster is too heterogeneous to treat as one true duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 has the broadest scope and strongest tokenizer-regression framing, making it the best representative issue in this heterogeneous cluster.", + "best_issue_reason": "Issue 45701 is the best single representative because it captures a generic version-dependent tokenization change, which is the closest shared theme among several of these reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "Different models and APIs: DAC latent decode vs Whisper batch decode special-token handling." - }, - { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer loading failures, but for different tokenizers and different error modes." + "reason": "Different failures: unexpected position-id keys vs quantized save/load corruption." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch tokenizer loading, but one is gguf loading and the other is offline hub regex patching." + "reason": "Both involve loading paths, but one is gguf handling and the other is an offline model_info call in tokenizer regex patching." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Unrelated subsystems: MoE auxiliary-loss normalization vs FSDP RAM-efficient loading." + "reason": "Different tokenizers and different error modes; no shared concrete code path." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regression classes: zero probabilities in SigLIP2 vs processor/tokenizer regression in custom model code." + "reason": "Unrelated models and symptoms: zero probabilities vs processor.tokenizer/image passthrough regression." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but one is BigBird special-token registration and the other is MLuke task AttributeError." + "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer attribute errors." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Completely different failures: Gemma processor import issue vs Windows/ROCm torch.distributed dependency." + "reason": "Different root causes: mistral_common import breakage vs Windows/ROCm torch.distributed dependency issues." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Training/eval state bug vs Gemma4 device-map mismatch; not the same code path." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both concern backend availability, but they target different backend-detection errors and different packages." + "reason": "Trainer lifecycle bug and Gemma4 device-map mismatch are different problems." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenization regressions, but one is a v5 cleanup behavior change and the other is a CodeLlama spacing round-trip bug." + "reason": "Both are tokenization regressions, but one is a v5 cleanup behavior change and the other is a CodeLlama leading-space round-trip bug." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "GGUF loading failure and Blip2 dtype propagation are unrelated issues." + "reason": "Both concern backend availability, but they name different missing backends and likely different code paths." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window behavior vs MobileLLM config loading key error." + "reason": "gguf loading failure is unrelated to BLIP2 dtype propagation." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but batching/padding crash and video vision_position_ids bug are distinct." + "reason": "Both are Qwen2.5-VL issues, but one is batched chat-template padding and the other is video position IDs." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is custom processor/tokenizer access and the other is Kimi-K2.5 codec handling." + "reason": "Different regression symptoms and likely different fixes: processor/tokenizer passthrough vs Kimi-K2.5 codec/regex warning." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to MobileLLM loading key errors." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different defects: dtype loading for Blip2 vs divergent RTDetrV2 outputs in v5." + "reason": "Dtype propagation in BLIP2 and RTDetrV2 output divergence are separate bugs." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but the tokenizer classes and failure modes differ." + "reason": "Different tokenizer special-token issues: missing mask-token registration vs BOS/EOS not added." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM-efficient loading." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both involve generation/cache, but one is compiled chunked generation and the other is recurrent state reset." + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM efficient loading." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading regressions with different triggers and models." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the Mac bus error in CLIP loading." + "reason": "Both affect tokenizer loading, but one is offline model_info behavior and the other is an est-roberta loading failure." }, { "left": "issue:43688", @@ -7343,58 +7363,70 @@ "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "General tokenizer inconsistency is unrelated to a MacOS bus error in a CLIP model." + }, + { + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "save_pretrained sharding policy question vs AutoProcessor kwargs propagation bug." + "reason": "Both touch generation/cache behavior, but one is compiled chunked generation and the other is recurrent-state reset in a specific modular model." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration bug vs config save/load losing custom token IDs." + "reason": "Special-token registration bug is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE-layer truncation in Smollm3 is unrelated to Sam3 text encoder weights not loading." + "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are different architecture-specific issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor cached_file kwargs forwarding." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE loss normalization and DeepSeekV3 implementation divergence are different code-path problems." + "reason": "MoE auxiliary-loss normalization does not match DeepseekV3 implementation divergence." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to the broad tokenization regression report." + "reason": "One is MoE loss normalization; the other is a broad tokenizer behavior change." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to MLuke tokenizer task AttributeError." + "reason": "Video-input regression and num_labels propagation bug are different Qwen3.5 issues." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Video-input regression for Qwen models is distinct from num_labels propagation in Qwen3.5 config." + "reason": "torch.compile/SDPA model failure is unrelated to tokenizer AttributeError failures." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Different NaN sources: sliding-window attention vs classification-head init/checkpointing." + "reason": "Both mention NaNs, but in different components and scenarios; no shared bug path is evident." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both touch cache logic, but one is serve KV-continuation indexing and the other is beam-search cache reorder omission." + "reason": "Both involve cache handling, but one is server KV-cache continuation indexing and the other is beam-search cache reorder omission across models." } ] }, @@ -7413,8 +7445,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -7469,10 +7501,10 @@ ], "soft_pairs": [ "issue:33666|issue:36010", - "issue:44464|issue:44977", "issue:32090|issue:33666", - "issue:43742|issue:44821", + "issue:44464|issue:44977", "issue:41720|issue:44464", + "issue:43742|issue:44821", "issue:44466|issue:46050", "issue:43504|issue:43720", "issue:43504|issue:43550", @@ -7490,9 +7522,9 @@ "issue:43720|issue:44361", "issue:39692|issue:43493", "issue:44964|issue:45405", + "issue:43493|issue:43825", "issue:43452|issue:44451", "issue:43525|issue:43572", - "issue:43493|issue:43825", "issue:44625|issue:45584", "issue:45823|issue:46050", "issue:43994|issue:46192", @@ -7503,238 +7535,238 @@ "issue:33357|issue:33666", "issue:44849|issue:46209" ], - "prepared_review_unit_hash": "ef71d6f2b42db92c42bbd9473241433b5e499c5c03cad997a162b38029f5028e", + "prepared_review_unit_hash": "39d5d7cb3ac2905f6ce6886d13b2a3b2eedc513dc3508cd2e543edb36c648bb8", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37961, - "estimated_input_tokens": 9491, - "estimated_eval_tokens": 19238 + "serialized_chars": 37957, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs point to different bugs across tokenization, model loading, training, generation, configs, and device/runtime issues. I reject every soft edge as a duplicate false positive.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate exists here because the items describe unrelated failures. If a representative must be named, issue 43295 is the broadest user-facing regression, but it still does not subsume the rest.", + "summary": "This set is not a true duplicate cluster. The soft-similarity edges mostly connect unrelated issues that only share broad themes like loading, tokenization, training, or generation. No pair looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "None of the issues describe the same defect closely enough to make a safe canonical target; the cluster is too heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the most suitable anchor only in the sense that it is a concrete, reproducible regression on a common API path; it is not a good dedupe hub for the other issues.", + "best_issue_reason": "No single issue is a good cluster representative because the overlap is only broad subsystem similarity, not duplicate content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import error." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Different failure modes: chunked generation with compiled forward vs Qwen3.5 flash-attention generation." + "reason": "Multi-GPU training vs an import error for GenerationMixin are unrelated failures." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer `_gpu_broadcast_one` TypeError and Qwen2-VL multi-GPU training are different bugs." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "KeyError loading MobileLLM is unrelated to AutoImageProcessor-from-URL loading." + "reason": "Both concern generation, but chunked compiled forward output drift is not the same as flash-attention generation failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert under auto device mapping is not the same bug as compiled chunked generation inconsistency." + "reason": "CUDA assert on Qwen3 auto device mapping is a different problem from chunked generation inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error when loading is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head serialization/tied-weights behavior differs from sinq save/load quantization breakage." + "reason": "Serialization of tied lm_head weights is a different issue from sinq quantized save/load breakage." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field BEiT load bug is unrelated to BitNet packed-weight loading during accelerate." + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are different model-loading bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure are distinct issues." + "reason": "These affect different models and code paths: pretrained loading vs torch.compile with SDPA." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as removal of is_torch_fx_available breaking models." + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + "reason": "dtype mismatch in BLIP2 evaluation is unrelated to the MPS attention correctness bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to OmDet-Turbo processor/model size mismatch." + "reason": "A legacy config field load failure is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Batched Qwen2.5-VL chat-template crash is a different code path from tool-call messages with no content." + "reason": "Both touch apply_chat_template, but batched padding crashes and tool-call/no-content crashes are distinct cases." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig save/load token-ID loss are unrelated." + "reason": "BitNet accelerate loading and DiaConfig custom token-id persistence are different bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token IDs being lost." + "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different issues." + "reason": "Qwen2-VL multi-GPU training and a CustomTrainer signature mismatch are different trainer issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer access and image-tokenization regression." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer regression are different processor bugs." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug is unrelated to Trainer import failure caused by datasets." + "reason": "MPS attention correctness is unrelated to a Trainer import conflict with datasets." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Evaluation dtype drift in embeddings is unrelated to auxiliary-loss normalization." + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference on B200." + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are separate backend problems." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading bug is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs-example errors and SigLIP2 HF-vs-JAX discrepancy are different underlying problems." + "reason": "SigLIP2 doc-example errors and HF-vs-JAX implementation discrepancy are different issues." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to the PEFT version bump issue." + "reason": "Phi-4 multimodal loading failure is unrelated to the MIN_PEFT_VERSION packaging issue." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation warning are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file regressions for tokenizer/model loading are not the same as loading ScandiBERT." + "reason": "gguf_file breaks tokenizer/model loading APIs, while ScandiBERT load failure is a different model-specific issue." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model/config bugs." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-support error message." + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in shape but not the same defect." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are distinct." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to sinq quantization save/load breakage." + "reason": "Gemma4 device-map mismatch and sinq save/load quantization breakage are different bugs." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs via AutoModel/pipeline is not the same as return_tensors being ignored with text_kwargs." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are unrelated API issues." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to the MacOS bus error in CLIP loading." + "reason": "Tokenizer added-space behavior and MacOS bus error in CLIP are clearly unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 docs-example errors do not match the processor.tokenizer regression in custom model code." + "reason": "SigLIP2 doc-example mistakes and processor.tokenizer / image-passing regression are different issues." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change at evaluation time is unrelated to the ZeRO-3 gradient growth issue." + "reason": "Evaluation dtype drift and DeepSpeed gradient explosion are unrelated training behaviors." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to abnormal gradients under DeepSpeed ZeRO-3." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training do not share the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 hidden-state bug and FP8 B200 inference failure are separate model/backend issues." } ] }, @@ -7753,8 +7785,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -7807,226 +7839,238 @@ "issue:46489" ], "soft_pairs": [ - "issue:43646|issue:44466", "issue:44488|issue:44843", + "issue:43646|issue:44466", "issue:44568|issue:46489", "issue:43278|issue:43701", "issue:43927|issue:44361", "issue:43540|issue:44977", - "issue:44589|issue:45520", - "issue:43257|issue:43299", - "issue:43575|issue:45405", "issue:44568|issue:45812", + "issue:43257|issue:43299", "issue:44792|issue:45405", + "issue:43575|issue:45405", "issue:43504|issue:43606", + "issue:44589|issue:45520", "issue:44849|issue:45357", - "issue:43824|issue:44589", "issue:43334|issue:43572", "issue:43606|issue:44112", + "issue:43824|issue:44589", "issue:43334|issue:45759", "issue:44464|issue:46424", - "issue:43572|issue:44291", - "issue:43504|issue:43653", "issue:44493|issue:46285", + "issue:43504|issue:43653", "issue:45200|issue:45229", + "issue:43572|issue:44291", "issue:44464|issue:45584", "issue:45229|issue:45823", "issue:43994|issue:44493", - "issue:43873|issue:46050", "issue:43844|issue:44964", - "issue:45588|issue:46050", - "issue:29942|issue:30333" + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050" ], - "prepared_review_unit_hash": "2d3067b1f4312f8720e40d3f067501e1b0ed0dab1291de0b210110601ceeb056", + "prepared_review_unit_hash": "1d8d8b7ff80b31af974621121679db7d101ed31860bc3d24ed0e3c6958ef023b", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35932, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few recurring themes around v5 regression, tokenizer/config loading, and Qwen/Gemma model-specific failures. None of the proposed soft pairs looks like the same underlying bug/change.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43646 is the broadest, most general regression report in the set and best matches the common v5 loading/initialization failure theme.", + "summary": "Loose cluster of mostly unrelated Transformers bug reports. The soft edges are driven by shared keywords like tokenizer, Qwen, offload, or v5 regression, but they do not look like the same concrete underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue clearly subsumes the cluster; the items span different models, error modes, and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single anchor because its scope is broad enough to represent the cluster\u2019s repeated model-loading breakages, unlike the many highly model-specific reports.", + "best_issue_reason": "Issue 45812 is the broadest representative of the cluster because it describes a general v4\u2192v5 tokenizer regression, but it still does not duplicate the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Generic initialization breakage vs. tied-weight serialization inconsistency; different failure modes and code paths." + "reason": "Both involve loading/tokenizer behavior, but one is a specific model load failure and the other is an HF_HUB_OFFLINE regression in _patch_mistral_regex; different bugs." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Specific model load failure vs. offline-mode hub call bug; not the same root cause." + "reason": "One is custom model initialization breaking in v5, the other is inconsistent lm_head serialization tied to device state; not the same defect." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both tokenizer bugs, but for different models and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (BOS/EOS handling vs DeepSeek-Coder output after a prior fix)." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval vs. resume checkpoint key mismatch; unrelated bugs." + "reason": "Embedding dtype drift in eval and resume_from_checkpoint key mismatch are unrelated failures." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config classes and different exceptions; no shared code-path evidence." + "reason": "Different model families and different failure modes: lost custom token IDs vs MLuke tokenizer AttributeError." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video input processing failure vs. flash-attention generation bug; distinct problems." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation issues." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Float8 storage deserialization error vs. flash_attn import key error; unrelated." + "reason": "Both are tokenizer bugs, but they hit different pretrained models and different code paths; not mergeable as one fix." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed conversion and the other is Qwen3VL model loading; too different to merge." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is a different problem from Qwen3VL MoE loading in v5.0.0.dev0." }, { - "left": "issue:43575", + "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "GPU OOM on tensor-parallel load vs. dependency version pin issue." + "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." }, { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Different tokenizer regressions affecting different model families; no same underlying bug." - }, - { - "left": "issue:44792", + "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Janus test failure vs. PEFT version bump; unrelated." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT release/version issue." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field loading bug vs. CPU offload device mismatch; unrelated." + "reason": "BEiT legacy-field load failure and Bark CPU-offload device mismatch are different model-specific bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Forward/output_hidden_states bug vs. save_pretrained key regression; same model family but different code paths." + "reason": "Float8 storage lookup failure and flash_attn import KeyError are distinct runtime/import problems." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Import error for a specific class vs. float8 storage lookup failure; unrelated." + "reason": "Qwen3.5 hidden-state output bug and incorrect save_pretrained visual encoder keys are different regressions." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both missing config fields, but for different models and different attributes; not the same bug." + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are separate config issues." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload mismatch in bark vs. a stale CI device override test in GraniteSpeech; different bugs." + "reason": "Both mention device/offload tests, but they involve different models and different failures; not the same code-path bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen2.5 VL class is unrelated to the Float8 storage-object TypeError." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both Qwen multimodal config issues, but one is missing pad token handling and the other is from_config unwrapping text_config." + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward generation inconsistency vs. cache-length handling for quantized cache; not the same issue." + "reason": "Chunked generation/compiled forward inconsistency is unrelated to cache max_cache_length only applying to quantized cache." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Config field rename bug vs. init_empty_weights argument incompatibility; unrelated." + "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure divergence." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy preset loading bug vs. tokenizer special-token registration bug; distinct fixes." + "reason": "Different tokenizer/model issues: BEiT legacy-field loading vs BigBirdTokenizer mask token registration." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros for fine-tuning is unrelated to a Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx and init_empty_weights unexpected _is_hf_initialized argument are separate compatibility bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Unexpected key regression across many models vs. CLIP class structure inconsistency; not one concrete bug." + "reason": "Generation inconsistency with compiled forward and Whisper empty-transcription behavior after token alignment are different issues." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Missing default for mm_token_type_ids vs. multi-GPU CUDA OOM; different problems." + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch during forward are distinct runtime problems." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Wrong SigLIP outputs vs. unexpected position-id keys; unrelated symptoms and paths." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Quantization offloading behavior vs. quantized model save/load breakage; different failure modes." + "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are unrelated regression reports." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient anomaly vs. Phi-4 multimodal load failure; unrelated." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different code paths." }, { - "left": "issue:45588", + "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "flash_attention sink-less model crash vs. sinq quantized save/load corruption; unrelated." + "reason": "Quantization/offloading mismatch is broader than the specific sinq save/load breakage; not the same defect." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures vs. MLflow job-reporting issue; no shared bug." + "reason": "Flash Attention 2 test failures and MLFlow reporting on training failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash attention s_aux=None crash and sinq save/load corruption are different subsystems and symptoms." } ] }, @@ -8045,8 +8089,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -8100,21 +8144,21 @@ "issue:46369" ], "soft_pairs": [ - "issue:42490|issue:43696", "issue:29159|issue:32090", + "issue:42490|issue:43696", "issue:43065|issue:46369", "issue:45084|issue:45520", - "issue:28218|issue:34567", "issue:44423|issue:44734", + "issue:28218|issue:34567", "issue:44554|issue:45446", "issue:15354|issue:38175", "issue:45406|issue:46121", "issue:43493|issue:43701", "issue:45072|issue:45198", - "issue:37428|issue:43957", + "issue:45588|issue:45759", "issue:43295|issue:43450", "issue:43540|issue:45200", - "issue:45588|issue:45759", + "issue:37428|issue:43957", "issue:44186|issue:46192", "issue:45200|issue:45823", "issue:45823|issue:46192", @@ -8122,230 +8166,230 @@ "issue:43295|issue:43873", "issue:43450|issue:43575", "issue:45520|issue:46178", - "issue:43572|issue:44987", "issue:43550|issue:43844", "issue:43232|issue:44849", + "issue:43572|issue:44987", "issue:44554|issue:45356", - "issue:37428|issue:43824", "issue:39692|issue:46192", - "issue:43572|issue:43957", "issue:44521|issue:45290", + "issue:43572|issue:43957", + "issue:37428|issue:43824", "issue:42490|issue:43493" ], - "prepared_review_unit_hash": "3bcac6422b86c61787028ef716d033e70417c43a33dc7b078f8a5e0d8e6bb6f3", + "prepared_review_unit_hash": "8700b057ae9f839d0664a5a5743c9e6c859630c74fc1dac4ac27b384378901e1", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37154, - "estimated_input_tokens": 9289, - "estimated_eval_tokens": 18834 + "serialized_chars": 37161, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers issues. The shared keywords (tokenizer, processor, serve, import, multimodal) are too broad to indicate duplicate bugs, so no soft edges should be merged.", + "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenizers, multimodal processors, serving, training, loading, and attention. None of the soft pairs looks like the same concrete bug/change, so all soft edges are rejected.", "confidence": 0.95, - "canonical_issue_reason": "Issue 44521 is the best anchor only because it is open, actively discussed, and has the most inbound references; however, the cluster is too heterogeneous to have a true canonical duplicate.", + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated failures rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the most representative high-signal report in the set due to its active discussion and broad multimodal chat-template impact, but it still does not unify the others as duplicates.", + "best_issue_reason": "issue:43295 is the closest representative of the small multimodal processor/tokenizer regression subgroup, but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Local-model trailing-slash import warning vs GPT-oss OOM; unrelated failure modes." + "reason": "Tokenizer inconsistency and Trainer broadcast TypeError are unrelated failures." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Tokenizer spacing inconsistency vs Trainer broadcast NoneType error; different components." + "reason": "Local-path import warning and CUDA OOM are different problems." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d placeholder and the other is a memory overflow; not the same bug." + "reason": "Both mention Sam3, but one is a dummy Conv2d issue and the other is a memory overflow." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile error on non-template nodes vs flash_attn import-key error; unrelated code paths." + "reason": "torch.compile/non-template-node error and flash_attn import KeyError are unrelated." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Added-token spacing bug vs TrainerState token counter not updating; different behavior." + "reason": "Both are serve crashes, but they hit different code paths and symptoms." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both involve serve, but one is multimodal input conversion and the other is KV-cache continuation indexing." + "reason": "Added-token spacing and TrainerState token counter update are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs flex_attention AuxRequest version check; different subsystems." + "reason": "MPS attention correctness bug and PyTorch version-check import bug are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export failure vs zero-probability output in another vision model; not the same underlying bug." + "reason": "torch.jit.script export failure and SigLIP2 zero-probabilities are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash vs rope-param JSON list type handling; unrelated." + "reason": "Gemma4Processor _tokenizer crash and rope-validation TypeError are different bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume checkpoint key mismatch; different root causes." + "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; no shared code path." + "reason": "dtype mismatch inference and Wav2Vec2 save/tokenization failure are different issues." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "flash_attention_utils import error vs meta-device loading regression; unrelated." + "reason": "flash_attention sink-less crash and text_config unwrap bug are not the same code-path." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs batched video shape bug; same broad area, different issue." + "reason": "Both touch processors, but one is a processor.tokenizer regression and the other is batched video shape handling." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-processing ValueError vs mm_token_type_ids defaulting; different components." + "reason": "Video-input processing error and mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "s_aux=None crash in flash_attention integration vs AutoModel config unwrapping; unrelated." + "reason": "Flash-attention import error and meta-device model loading breakage are different failures." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding vs return_tensors precedence; different tokenizer bugs." + "reason": "Tokenizer crash on NER/batched padding and ignored return_tensors are separate bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids vs Gemma4 PLE device mismatch; unrelated." + "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device_map/forward device mismatch vs return_tensors being ignored; no common fix." + "reason": "Device-placement mismatch and return_tensors handling are different issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression vs OmDet-Turbo input-size mismatch; different models and failures." + "reason": "Both are multimodal processor issues, but the concrete bug is different: processor.tokenizer regression vs image-size mismatch." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading behavior; not the same bug." + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch shape bug vs OOM when loading Qwen2-57B-A14B-Instruct; unrelated." + "reason": "Video processor shape bug and tensor-parallel OOM on load are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn KeyError in import_utils vs tensorflow_text backend-mapping error; different import logic." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast on 5.1.0; different problems." + "reason": "Missing flash_attn backend and missing tensorflow_text backend mapping are different import/config issues." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA inference failure vs ZeRO-3 gradient anomaly; unrelated training/inference paths." + "reason": "torch.compile SDPA failure and DeepSpeed ZeRO-3 gradient growth are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update bug vs Qwen3.5 output_hidden_states bug; different code paths." + "reason": "Generation kwargs update after sync_gpus and output_hidden_states bug are different generation-path problems." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "MPS attention correctness vs Kimi tokenizer codec regression; not the same underlying issue." + "reason": "Config pad_token_idx regression and model-loading failure are unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Different ImportErrors for different symbols and models; no shared fix." + "reason": "MPS attention correctness bug and Kimi tokenizer codec regression are unrelated." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs-example errors vs return_tensors handling; unrelated." + "reason": "Docs/example model-processor mismatch and ignored return_tensors are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks and the other is a crash on tool-call assistant messages." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config default regression vs meta-device model-loading breakage; different failure modes." + "reason": "Missing pad_token_idx in config and meta-device loading failures are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both use apply_chat_template, but one is multimodal assistant masks and the other is tool-call/no-content tokenization crash." + "reason": "Different import errors in different modules/models; not the same underlying issue." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local model warning vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Local-path slash warning and SigLIP2 implementation discrepancy are unrelated." } ] }, @@ -8364,8 +8408,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -8397,7 +8441,6 @@ "issue:44206", "issue:44442", "issue:44466", - "issue:44479", "issue:44561", "issue:44610", "issue:44792", @@ -8412,6 +8455,7 @@ "issue:45412", "issue:45563", "issue:45584", + "issue:45759", "issue:46192", "issue:46209", "issue:46234", @@ -8426,15 +8470,15 @@ "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:43452|issue:46512", - "issue:42915|issue:43824", "issue:43950|issue:46285", - "issue:43334|issue:43525", "issue:44898|issue:45412", + "issue:42915|issue:43824", + "issue:43334|issue:43525", "issue:43262|issue:43450", "issue:43824|issue:43975", "issue:44442|issue:45198", "issue:45200|issue:45325", - "issue:44479|issue:46192", + "issue:43526|issue:46192", "issue:43388|issue:43526", "issue:44792|issue:45563", "issue:43819|issue:44112", @@ -8444,199 +8488,206 @@ "issue:44561|issue:46234", "issue:38175|issue:45412", "issue:43335|issue:43550", + "issue:44206|issue:45584", "issue:43819|issue:45083", - "issue:44206|issue:45584" + "issue:45759|issue:46285" ], - "prepared_review_unit_hash": "d9db45a676e4b57703728969591b33178aed647fa2e69a02a4aebedbac6539e3", + "prepared_review_unit_hash": "e5aaac4886adeb71c2bc5092aa6bbe1eee16b0afad0002b9a5e6110197a25ac0", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36198, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "soft_pair_count": 28, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports; none of the soft pairs look like the same underlying bug/change with enough confidence to merge. The closest thematic overlaps are in model loading/serialization and Qwen multimodal regressions, but they still point to different code paths and model-specific failures.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43950 is the strongest representative: it describes a clear, high-severity transformers 5.x regression in a core loading path (`from_pretrained`) with concrete corruption behavior and broad impact.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystems or model families, not the same concrete bug. I rejected every soft edge and found no clear canonical duplicate issue or PR.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue stands out because the items are not a duplicate set; they span unrelated bugs across tokenization, model loading, inference, docs, and config handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best standalone issue in this set because it is specific, actionable, and affects a central API path rather than a model-specific edge case or test/doc inconsistency.", + "best_issue_reason": "No single issue is a good global representative for deduplication, since no soft pair looks like the same underlying bug/change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different failures: Qwen2.5-VL video `vision_position_ids` regression vs FP8 inference crash on B200." + "reason": "Both are Qwen-related inference failures, but one is a vision-position-id bug and the other is an FP8/B200 hardware crash." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is device-dependent serialization and the other is LoRA merge with extended vocab; different bugs and fixes." + "reason": "Both involve tied-weight serialization concerns, but they describe different failures: lm_head serialization vs LoRA merge collapse." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not clearly the same concrete code-path issue." + "reason": "Same model family, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs GraniteSpeech CI device-override failure; unrelated." + "reason": "Completely different areas: BigBird tokenizer special-token decoding vs a GraniteSpeech CI device-override test." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype regression vs MoE training memory usage; different symptoms and subsystems." + "reason": "Different symptoms and code paths: dtype mismatch during eval vs memory usage during Qwen3 MoE training." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resize." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize/post_init." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failure and stale `config.dtype` after `from_config` are separate loading-path issues." + "reason": "One is gguf loading in AutoTokenizer/AutoModel; the other is stale config.dtype after from_config. Different bugs." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different model families and failure modes." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structural inconsistency." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained` vs CLIP text-model structure inconsistency; not the same bug." + "reason": "Perceiver resolution failure and RT-DETR memory leak are unrelated model bugs." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they are model-specific config failures without evidence of one shared underlying fix." + "reason": "Qwen3Moe FP8 failure is unrelated to Qwen2.5-VL import/export errors." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated." + "reason": "Both mention missing pad_token_id, but they affect different model families and are not clearly the same code-path fix." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs batched video processor shape bug." + "reason": "Audio chat-template sampling-rate handling is unrelated to batched video processor output shapes." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import error and DeepSeek detokenization regression are unrelated." + "reason": "ImportError for a Qwen2.5-VL class is unrelated to DeepSeek detokenization regressions." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2Conformer vs Wav2Vec2 save/tokenization failure; different code paths." + "reason": "Tokenizer loading failure for FastSpeech2Conformer is not the same bug as Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 text-only fine-tuning default and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Qwen2.5-VL rope-index scaling." }, { - "left": "issue:44479", + "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Qwen video-input regression and `return_tensors` being ignored are distinct API issues." + "reason": "Label reduction in BeitImageProcessorFast and return_tensors being ignored are different input-processing bugs." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric gathering drops tuple labels; BeitImageProcessorFast reduces labels incorrectly. Similar area, different behavior." + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is image-processor label reduction; different paths." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure and stale generate warning are unrelated." + "reason": "Janus image-generation test failure is unrelated to the stale paged-generate warning." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech CI device override failure do not share the same code-path problem." + "reason": "DAC from_latents/STE mismatch is unrelated to a GraniteSpeech CI device override test." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different pipelines and different deprecated behaviors." + "reason": "Both are docs issues, but they concern different pipelines and different stale references." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; unrelated." + "reason": "Different models and failures: processor image size mismatch vs AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Auto device-mapping cuda assert and B200 FP8 inference failure are different hardware/runtime failures." + "reason": "Both are hardware-specific inference failures, but they involve different models, devices, and failure modes." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of one helper and absence of another are separate utility/API issues." + "reason": "Both mention missing utility helpers, but they are different functions with different breakages." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability issue and RT-DETR memory leak are unrelated." + "reason": "SigLIP2 probability issues are unrelated to RT-DETR memory release behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different subsystems." + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument misuse and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC latent conversion and qwen3_omni_moe feature-length helper behavior do not describe the same bug." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "LaserFeatureExtractor unsupported arg and Whisper empty-transcription failure after token alignment are different bugs." + "reason": "Composite Qwen config unwrapping and CLIP text-model structure differences are different issues." } ] }, @@ -8655,14 +8706,16 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ + "issue:26413", "issue:28282", "issue:29127", "issue:29942", + "issue:31501", "issue:32090", "issue:33357", "issue:34689", @@ -8702,252 +8755,239 @@ "issue:45759", "issue:45859", "issue:46170", - "issue:46285", "issue:46326", "issue:46431", "issue:46512", "issue:46566" ], "soft_pairs": [ - "issue:45759|issue:46285", "issue:44857|issue:45593", "issue:45520|issue:46170", "issue:43606|issue:45083", - "issue:37428|issue:43425", "issue:29942|issue:32090", "issue:43335|issue:43653", "issue:43550|issue:44112", + "issue:37428|issue:43425", "issue:28282|issue:33357", "issue:44448|issue:44743", "issue:43611|issue:43931", - "issue:44514|issue:44521", "issue:45759|issue:46512", + "issue:44514|issue:44521", "issue:43335|issue:43504", "issue:44855|issue:45083", - "issue:46431|issue:46566", "issue:43278|issue:43825", - "issue:29127|issue:32090", - "issue:37428|issue:44351", "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:29127|issue:32090", "issue:43720|issue:44112", "issue:43335|issue:45083", + "issue:37428|issue:44351", "issue:43335|issue:44112", "issue:45127|issue:45245", - "issue:45588|issue:45859", "issue:43335|issue:45593", + "issue:45588|issue:45859", "issue:45200|issue:45588", - "issue:34689|issue:35141", "issue:39692|issue:43526", + "issue:34689|issue:35141", + "issue:26413|issue:31501", "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "21a2e561d3be9232f2d6a8cb1f18a04605995afa96a7034ae5da1d5b3840134a", + "prepared_review_unit_hash": "878cb571ebf3527db3c939ad4e0e66522a63fd55ad0d150cd06c0f0e25288187", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate-worthy cluster emerged: the items are mostly unrelated issue reports, and the soft pairs share broad subsystems at most but not the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and the soft pairs differ in concrete failure mode even when they touch the same subsystem.", + "summary": "This is a heterogeneous set of unrelated Transformers bugs spanning model loading, chat templating, device/offload, training, and CI failures. None of the soft pairs look like the same underlying bug or change; they mostly share a broad subsystem or error class, not a concrete code path.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; the closest-looking pairs still describe different bugs, regressions, or error paths.", + "best_issue_reason": "issue:44521 is the most active and best-referenced item in the set, but it is still not a duplicate representative for the others; the cluster is too diverse for a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Both involve multimodal/composite model config loading, but one is AutoModelForCausalLM.from_config unwrapping text_config and the other is a CLIP text model structure regression." - }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are vision/detection related, but one is an AMP float16 crash and the other is missing auxiliary losses when denoising is disabled." + "reason": "Both are vision/detection losses, but one is an AMP/CUDA crash in LwDetrImageLoss and the other is D-FINE missing auxiliary losses when denoising is off; different models and different failure modes." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/platform errors, but they stem from different dependencies and environments: flash_attn on Python 3.13 vs torch.distributed on Windows ROCm." + "reason": "Both involve import/runtime environment problems, but one is a Python 3.13 flash_attn import key error and the other is a Windows ROCm/torch.distributed dependency issue; not the same bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "One is a CPU offload device-mismatch bug in bark-small; the other is a helper-length calculation issue in qwen3_omni_moe." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Both mention torch/flash-attn compatibility, but one is a missing internal flash-attn import and the other is a broad torch 2.10 incompatibility report." + "reason": "CPU offload device mismatch in bark-small vs a helper length-calculation bug in qwen3_omni_moe; no shared code path or concrete fix." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "One is failing Flash Attention 2 tests; the other is a Trainer broadcast TypeError on NoneType. Same area, different failure." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated failures in different parts of the stack." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "One is a SwitchTransformers config bug creating sparse layers incorrectly; the other is a BigBirdTokenizer special-token registration issue." + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are distinct bugs in different components." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "One is a Bamba torch.compile/SDPA failure; the other is a stale CI test in GraniteSpeech. Not the same code-path bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI test stale device override; same general area of model execution, but not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-support import vs general Torch 2.10 incompatibility; one is a specific symbol/import regression, the other is a version-compatibility report." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "One is a missing PyTorch ImportError; the other is a MacOS bus error loading a CLIP model. Different root causes." + "reason": "AutoModel missing PyTorch and a MacOS bus error on a CLIP model are entirely different failures." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both affect model behavior, but one is a Pegasus output regression and the other is recurrent state resetting in modular_qwen3_5." + "reason": "Pegasus output regression across v4/v5 is not the same as recurrent-state reset in modular_qwen3_5.py; different models and code paths." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but one is about base_model_prefix handling and the other is a weight-shape mismatch for Qwen3-VL." + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are separate model-loading issues with different root causes." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "Both touch apply_chat_template for multimodal inputs, but one crashes on batched padding=False and the other returns all-zero assistant masks." + "reason": "Both are from_config-related, but one is about unwrapping text_config for composite multimodal configs and the other is about stale config.dtype after dtype initialization." }, { - "left": "issue:45759", - "right": "issue:46512", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both concern from_config/model initialization, but one is about unwrapping nested text_config and the other is stale config.dtype after dtype-aware construction." + "reason": "Both hit apply_chat_template, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs; different bugs in the same area." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Both involve model/config setup, but one miscreates sparse layers and the other fails loading a BEiT preset due to a legacy field." + "reason": "Sparse-layer zero-count behavior in SwitchTransformers is unrelated to Beit pretrained model loading with a legacy field." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "One is a Python 3.13 import/torch.jit parsing failure; the other is an unexpected behavior bug in a feature-extraction helper." - }, - { - "left": "issue:46431", - "right": "issue:46566", - "accept": false, - "reason": "One is a missing chat template error in a processor; the other is weights \u10d3\u10d0\u10e0\u10e9ing on meta with device_map=auto. Different initialization paths." + "reason": "Python 3.13 @torch.jit.script parsing/import error is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "One is a dtype mismatch between training and evaluate; the other is a pipeline error message about unsupported translation tasks." + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error-message bug about translation support in v5." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "One is about clarifying an error message in layoutlmv3; the other is a runtime NoneType broadcast failure." + "reason": "Both involve chat templating, but one is assistant messages with tool calls and no content, while the other is continue_final_message on mistral_common-based tokenizers; not the same concrete defect." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Both are import errors, but they involve different symbols and regressions: flash-attn support vs HybridCache availability." + "reason": "Missing chat template on a processor and DiffusionGemma meta-device weights under device_map=auto are unrelated." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both involve chat template/tokenization, but one crashes on assistant tool-call messages and the other is about continue_final_message for mistral_common tokenizers." + "reason": "LayoutLMv3 box-validation messaging and Trainer GPU broadcast NoneType are different errors with no shared fix." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "One is BitNet accelerate-loading of packed weights; the other is a stale CI device-override test. No shared underlying bug." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to a GraniteSpeech CI stale-device test." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "One is a SwitchTransformers config edge case; the other is a qwen3_omni_moe helper-length bug." + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe output-length helper behavior are unrelated." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "One is a model construction bug and the other is a CI test failure; they do not share the same code-path." + "reason": "Missing flash-support helper import and missing HybridCache import are both import errors but for different symbols and regressions." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "One is LoRA merge collapse with tied embeddings; the other is a categorical cardinality limit error. Different problems." + "reason": "LoRA merge collapse with extended vocabulary is not the same as hitting the 2^24 category limit." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both are MoE/flash-related, but one is an AttributeError on s_aux=None and the other is a CPU-offload incompatibility in rotary embedding." + "reason": "One is a flash_attention.py crash on s_aux=None for sink-less models; the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding. Different layers, different root causes." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "One is a SwitchTransformers config bug; the other is a D-FINE loss-path issue. Same general domain only." + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux=None are unrelated multimodal/attention bugs." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "One is about mm_token_type_ids defaults in Gemma 4; the other is a flash_attention sink-less model crash. Different mechanisms." + "reason": "Documentation example errors for SigLIP2 are not the same as BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "One is a model-loading breakage for Llama 3.2 Vision; the other is output embeddings being reinitialized after resizing. Related to loading, not the same bug." + "reason": "Llama 3.2 vision model loading regression and output-embedding reinitialization after resizing token embeddings are different model-loading/training behaviors." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "One is documentation example errors; the other is a BeitImageProcessorFast reduce_labels bug. Different artifact types and failures." + "reason": "Checkpoint-resume failing on an empty epoch iterator and FineWeb training not starting are different training startup failures." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "One is DAC.from_latents disagreeing with forward due to missing STE; the other is a position-id key warning across many models. Not the same issue." + "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior regressions." } ] }, @@ -8966,18 +9006,16 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:10000", "issue:15354", - "issue:26413", "issue:27957", "issue:28218", "issue:29942", - "issue:31501", "issue:32090", "issue:33357", "issue:34689", @@ -8995,6 +9033,7 @@ "issue:43606", "issue:43701", "issue:43854", + "issue:43927", "issue:44206", "issue:44360", "issue:44448", @@ -9013,6 +9052,7 @@ "issue:45459", "issue:45478", "issue:45588", + "issue:45698", "issue:45823", "issue:45920", "issue:46192", @@ -9021,13 +9061,12 @@ "issue:46655" ], "soft_pairs": [ - "issue:26413|issue:31501", - "issue:45310|issue:45478", "issue:42490|issue:43854", "issue:45459|issue:46234", + "issue:45310|issue:45478", "issue:43606|issue:44857", - "issue:44448|issue:44779", "issue:39692|issue:44493", + "issue:44448|issue:44779", "issue:44206|issue:45823", "issue:28218|issue:32090", "issue:44857|issue:45072", @@ -9037,114 +9076,109 @@ "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:40444|issue:43526", + "issue:45290|issue:45381", "issue:29942|issue:35141", "issue:43550|issue:45083", - "issue:45290|issue:45381", - "issue:44448|issue:44977", - "issue:27957|issue:34689", "issue:45290|issue:46655", "issue:45920|issue:46192", - "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:27957|issue:34689", "issue:43278|issue:43329", - "issue:10000|issue:15354", + "issue:44977|issue:45229", "issue:44855|issue:46399", + "issue:10000|issue:15354", "issue:43278|issue:43381", - "issue:44857|issue:45588" + "issue:44857|issue:45588", + "issue:43927|issue:45698" ], - "prepared_review_unit_hash": "1dc8f5b4eab5b64fa12cddebdcb2feda9c1f651eb92bf86fc3e02c0db47bd615", + "prepared_review_unit_hash": "49615afe91a44e432bd9685a955286a41cb35831acb77a3e2c0d2a7f4f60627a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36410, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36423, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports that only share broad subsystem keywords; one soft pair is a clear duplicate, but the rest are distinct bugs/regressions and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a valid canonical for the cluster overall because the items describe different failures across tokenization, loading, training, multimodal processing, and dtype/runtime paths.", + "summary": "This cluster is mostly unrelated issue reports. I agree there is one clear duplicate pair: issue:45310 and issue:45478 report the same Qwen3.5 MoE from_pretrained regression. Among the pair, issue:45310 is the earlier report, while issue:45478 has slightly more discussion activity; no pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45310 is a reasonable canonical for the duplicate pair because it is the earlier report and the titles/body describe the same Qwen3.5 MoE from_pretrained failure as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole cluster; the only near-duplicate pair is the duplicated Qwen3.5 MoE from_pretrained regression, which is too narrow to serve as a global representative.", + "best_issue_reason": "issue:45478 is the strongest representative issue in this set because it has slightly more discussion activity than issue:45310 and describes the same underlying Qwen3.5 MoE from_pretrained regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Different problems: checkpoint resume/epoch iterator key handling vs training not starting on FineWeb. Same training area, but not the same bug." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "These appear to be the same Qwen3.5 MoE from_pretrained regression, with the same title and matching failure description." - }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different loading bugs: local path trailing-slash warning vs incorrect loading of a specific GLM-4.7 model in tests." + "reason": "Both involve loading, but one is a trailing-slash import warning and the other is a model-loading test failure; different bugs." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Unrelated import-path issues: protobuf decode error masking tokenizer errors vs a missing import_utils helper function." + "reason": "Tokenizer error masking with missing protobuf is unrelated to a missing import_utils helper." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles and descriptions indicate the same Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both involve runtime failures, but the concrete bugs differ: CPU offload device mismatch for bark-small vs float16 AMP crash in LwDetrImageLoss." + "reason": "CPU offload device mismatch and AMP/CUDA loss crash are different failure modes and code paths." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different regressions and code paths: Pegasus generation mismatch across v4/v5 vs DeepSeek tokenizer output changes in v5." + "reason": "SigLIP2 doc-example failures are unrelated to the position-id key regression." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same as the unexpected position-id key issue affecting models." + "reason": "Both are v5 regressions, but they affect different models and different code paths." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different failures: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch during forward with `device_map=auto`." + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are unrelated issues." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer distributed broadcast NoneType error are unrelated." + "reason": "Tokenizer spacing behavior is unrelated to the Trainer broadcast error." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related crashes, but they hit different models and code paths: AMP loss computation vs bfloat16 inference mismatches." + "reason": "Both are device/precision related, but they are separate model-specific crashes with different causes." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to the v5 removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "A missing ReLU in DSA indexer is unrelated to removal of is_torch_fx_available." }, { "left": "issue:43701", @@ -9156,112 +9190,118 @@ "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 are not the same as the unexpected position-id key regression." + "reason": "Unexpected zero probabilities for SigLIP2 is not the same as the key-with-position-id warning." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType and MacOS bus error in CLIP loading are separate failures." + "reason": "Trainer NoneType broadcast error and MacOS bus error are distinct failures." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM for Qwen2-57B are unrelated." + "reason": "Local-path warning/import behavior is unrelated to Qwen2 tensor-parallel OOM." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Fine-tuning a multimodal iterable dataset and BEiT label reduction are different processor/training bugs." + "reason": "Multi-image VLM finetuning failure and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position-id bug are different multimodal paths." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match embedding reinitialization after resize in post_init." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:45290", - "right": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Chat-template tool-call crash and wrong video vision_position_ids are both multimodal, but they are distinct code paths and bugs." + "reason": "Tokenizer ID regressions across models are unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are different model-specific regressions." + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are separate model-specific issues." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issue and Llama 3.2 Vision model loading breakage are not the same problem." - }, - { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Tool-call chat templating crash and SmolVLM video padding calculation bug affect different layers of the stack." + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are not the same bug." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Wrong token IDs across many models is a tokenizer regression; silently ignored `return_tensors` is an argument-handling issue." + "reason": "Embedding dtype drift in eval and undefined video-token helper references are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are different failure modes." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU OOM." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the undefined-variable bug in multimodal token counting." + "reason": "Python 3.13 import parsing error and Qwen3.5 kernel registration error are different decorator-related failures." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "These are entirely unrelated model/export issues with different architectures and failure mechanisms." - }, - { - "left": "issue:44855", - "right": "issue:46399", - "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError for DebertaV2 is unrelated to the Qwen3.5 missing-decorator registration crash." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction is a different bug from embedding dtype changing from BF16 to FP32." + "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing in eval mode." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None AttributeError are separate code-path failures." + "reason": "AMP/CUDA loss crash and flash_attention.py s_aux=None AttributeError are different crash sites." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig token-id persistence and wrong custom-module loading are both serialization-related, but not the same underlying bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly duplicate soft pair is issue:45310/issue:45478, which the analyst identified conservatively. The remaining soft-edge verdicts are mostly cautious false negatives with reasons tied to distinct bug descriptions, and no claim appears overstated." + "accept": false, + "feedback": "The duplicate-pair judgment on issue:45310 vs issue:45478 looks fine, but the writeup is not fully grounded: `best_issue_reason` says 45310 has the most context and discussion, which the packet does not support (45478 has more discussion_activity, and the body sizes are similar). I\u2019d accept the duplicate detection itself, but reject the summary because it overstates the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9274,8 +9314,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -9301,12 +9341,13 @@ "issue:43701", "issue:43746", "issue:43873", - "issue:43927", "issue:43976", "issue:44186", + "issue:44206", "issue:44361", "issue:44448", "issue:44466", + "issue:44479", "issue:44561", "issue:44568", "issue:44743", @@ -9321,7 +9362,6 @@ "issue:45491", "issue:45563", "issue:45588", - "issue:45698", "issue:45803", "issue:45823", "issue:46121", @@ -9329,9 +9369,8 @@ ], "soft_pairs": [ "issue:43746|issue:46209", - "issue:43927|issue:45698", - "issue:37428|issue:42175", "issue:44561|issue:44779", + "issue:37428|issue:42175", "issue:43873|issue:45229", "issue:32090|issue:33290", "issue:25251|issue:32090", @@ -9341,218 +9380,219 @@ "issue:42490|issue:43873", "issue:44568|issue:45491", "issue:45588|issue:45823", - "issue:43278|issue:43575", "issue:44977|issue:45563", + "issue:43278|issue:43575", "issue:33357|issue:39692", - "issue:45372|issue:45588", "issue:29127|issue:34567", + "issue:45372|issue:45588", "issue:45198|issue:45803", "issue:43412|issue:45588", "issue:43381|issue:43701", - "issue:43653|issue:44743", "issue:44871|issue:44977", - "issue:43611|issue:46121", + "issue:43653|issue:44743", "issue:44361|issue:45198", "issue:44186|issue:45198", + "issue:43611|issue:46121", "issue:45372|issue:45406", - "issue:42915|issue:42994" + "issue:42915|issue:42994", + "issue:44206|issue:44479" ], - "prepared_review_unit_hash": "ed841b2f824d5aba87b4c8aa55643aed83cee2cc463c08eb81ba2637351b7330", + "prepared_review_unit_hash": "c66c1d739706e0c7d82f102b982a947ae9fd582fbf36bd8bfd47ccc415b75b2d", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35663, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly link unrelated bugs across models, tokenizers, loading, quantization, and training. I would not merge any of the candidate soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "No true duplicate stands out; if a representative is needed, issue 43873 is the most central/open discussion-heavy item, but it is not a clear canonical duplicate for the cluster.", + "summary": "This cluster is not a true duplicate group: the issues span unrelated bugs across tokenizers, quantization/offloading, Gemma/Qwen regressions, training/runtime errors, and packaging/import problems. All proposed soft edges look superficially similar at the subsystem level but do not share the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical representative because the set is heterogeneous and the similarity links are only broad topical overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the broadest and most referenced open report in the set, so it is the best single representative issue, though the cluster itself is not a duplicate group.", + "best_issue_reason": "If one issue must represent the cluster, issue 43873 is the broadest and most actively discussed problem, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "Different failure modes: PEFT local checkpoint loading vs FP8/B200 inference on a specific GPU architecture." + "reason": "Different failures: PEFT local checkpoint loading vs FP8 inference on B200." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Both involve loading/saving, but one is custom token IDs being lost in config serialization, the other is the wrong custom module being loaded after save_pretrained." + "reason": "Unrelated regressions: removed helper breaking trust_remote_code vs DeepSeek tokenizer output correctness." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Unrelated: a flash-attention import error versus TensorFlow missing from a torch-only extra install." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Different subsystems and symptoms: a removed utility breaking trust_remote_code imports versus tokenizer output regressions for DeepSeek." + "reason": "Import error for flash attention utility vs TensorFlow missing from torch-only install extras." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading not working and the other is multi-GPU CUDA OOM for Gemma4." + "reason": "Both involve memory/quantization themes, but one is offloading behavior and the other is multi-GPU OOM on a specific model." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and Adafactor/DeepSpeed OOM are not the same underlying bug." + "reason": "Trainer broadcast NoneType error is unrelated to Adafactor+DeepSpeed OOM." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to the Trainer broadcast TypeError." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast failure." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different models and root causes: Qwen3 auto device map assert vs Gemma4 multi-GPU OOM." + "reason": "Different models and root causes: auto device mapping assert vs Gemma4 OOM." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue versus a DeepSeekV3 implementation divergence; not the same defect." + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is generation/output mismatch and the other is serialization of lm_head.weight." + "reason": "Generation output mismatch and lm_head serialization inconsistency are different code paths." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path slash import warning is unrelated to quantization offloading behavior." + "reason": "Path-trailing-slash warning is unrelated to quantization offloading behavior." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaN embeddings are distinct bugs." + "reason": "Tokenizer special-token bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux None crash and Gemma4 PLE device mismatch are different code paths and fixes." + "reason": "Flash-attention s_aux=None crash is different from Gemma4 device-placement mismatch." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Embedding dtype regression in eval is unrelated to TP loading OOM for Qwen2-57B." + "reason": "Flash-attention generation regression is unrelated to a stale warning in paged generate()." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." + "reason": "Training/eval dtype change is unrelated to tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + "reason": "MacOS bus error on CLIP is not the same as SigLIP2 docs/model-processor mismatch and quantization failure." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Processor import failure due to mistral_common dependency is unrelated to the flash_attention.py s_aux=None crash." + "reason": "LayoutLMv3 error message clarity and TrainerState token counting are unrelated issues." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "Gemma4 processor import dependency failure is unrelated to flash_attention s_aux handling." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "wav2vec2 save/tokenization failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except exception handling." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export issues for gemma3n are a different path from flash-attention integration crashes." + "reason": "Executorch export/training-guard and unsupported erfinv are unrelated to flash_attention s_aux crashes." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training issues." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token registration and recurrent state reset in Qwen3.5 are unrelated." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Base model prefix loading regression and rope-params dict conversion TypeError are different loading/config bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen recurrent-state reset with cache." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Two tokenizer-related bugs, but for different models and different failure points." + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 padding/NER crashes are unrelated to wav2vec2 save_pretrained/tokenization failures." + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-parameter validation TypeError." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4 processor loading, but one is an import dependency issue and the other is a missing _tokenizer attribute on serve; not the same bug." + "reason": "Both mention Gemma4 processors, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Quantization is the common theme, but one is FP8 inference failure for Qwen3Moe and the other is quantized model saving failure." + "reason": "Quantized inference with FineGrainedFP8Config is not the same as quantized model saving failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor center-arg regression and Qwen video-input regression are different model/code-path failures." } ] }, @@ -9571,8 +9611,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -9587,9 +9627,11 @@ "issue:42915", "issue:43065", "issue:43066", + "issue:43334", "issue:43381", "issue:43421", "issue:43526", + "issue:43531", "issue:43575", "issue:43653", "issue:43701", @@ -9598,13 +9640,11 @@ "issue:43931", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", - "issue:44479", "issue:45072", "issue:45198", "issue:45245", @@ -9625,21 +9665,20 @@ "issue:46655" ], "soft_pairs": [ - "issue:44206|issue:44479", - "issue:29942|issue:30064", "issue:43065|issue:45412", - "issue:43065|issue:43994", + "issue:29942|issue:30064", "issue:45459|issue:45712", + "issue:43065|issue:43994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:45245|issue:45563", "issue:45372|issue:45459", "issue:45412|issue:46369", + "issue:45245|issue:45563", "issue:29127|issue:33357", + "issue:44265|issue:45198", "issue:43994|issue:45412", "issue:43066|issue:44462", "issue:27957|issue:29942", - "issue:44265|issue:45198", "issue:45440|issue:45593", "issue:43575|issue:43701", "issue:29127|issue:35141", @@ -9648,236 +9687,237 @@ "issue:43526|issue:45834", "issue:43575|issue:44387", "issue:44442|issue:45072", - "issue:42915|issue:43931", - "issue:43526|issue:46655", "issue:43526|issue:44186", + "issue:42915|issue:43931", "issue:43994|issue:46369", + "issue:43526|issue:46655", "issue:43824|issue:44279", - "issue:27957|issue:29127", "issue:46121|issue:46399", + "issue:27957|issue:29127", "issue:45250|issue:46640", + "issue:43334|issue:43531", "issue:27957|issue:33290" ], - "prepared_review_unit_hash": "e44ffe76a6a16014ecdf3475ecc5c6ba6e29ac9a5632a3c83b29fd7e6dde0428", + "prepared_review_unit_hash": "76e0b209e70719b1ee584e99c29249b0feda7f3542bb3d5da1de2d6850c5d1c6", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36536, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model-specific bugs, regressions, or feature requests. I found no soft-edge pair that looks like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue cleanly represents this mixed cluster. If one representative is needed, issue:44479 is the broadest concrete regression report, but it is not a duplicate of the others.", + "summary": "This cluster is mostly a set of unrelated issues that only share broad keywords like tokenizer, memory, or Flash Attention 2. None of the soft edges look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span multiple unrelated subsystems and the soft pairs are only surface-level topic matches, not the same concrete defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall representative because it describes a concrete runtime regression with a clear failure mode and multiple affected model families; however, the cluster is too diverse to treat it as a true canonical for all items.", + "best_issue_reason": "No single issue is a good representative for the cluster because there is no clear duplicate group to anchor on.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Different regressions in different code paths: LaserFeatureExtractor crash vs video-input regression for Qwen VL models." + "reason": "Different problems: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention test failures and void segmentation map processing are unrelated subsystems and symptoms." + "reason": "Both mention vision-model regressions, but Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR model memory leak on deletion." + "reason": "Tokenizer error masking vs leftover dummy classes; different code paths and fixes." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is not the same bug as Siglip2 producing nonsensical outputs." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Sam3PixelDecoder dummy module and Siglip2 bad outputs are separate model issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Missing RoPE layers in Smollm3 and DeepseekV3MoE divergence are different model implementation problems." + "reason": "Both are model-implementation mismatches, but for different models and mechanisms (RoPE layers vs DeepSeekV3 divergence)." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-cardinality runtime error is unrelated to a stale generate() warning." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Missing ReasoningEffort import and protobuf-related tokenizer error handling are distinct failures." + "reason": "Gemma processor import failure and protobuf-masked tokenizer errors do not describe the same defect." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR garbage-collection memory leak is not the same as sam3-litetext memory overflow." + "reason": "Both involve memory, but one is a deletion leak and the other is an overflow when loading a specific model." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and stale generate warning are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 box-validation messaging and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability failure and Wav2Vec2 save/tokenization failure are different code paths." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 wrong outputs and RT-DETR memory retention are different bugs." + "reason": "Siglip2 incorrect outputs and RT-DETR memory leak are not the same bug." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different AutoTokenizer behaviors." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are not the same concrete bug." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export failure via torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are only broadly related by topic, not the same concrete issue." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model issues." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are different problems." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and output embedding reinitialization after resizing are unrelated." + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different defects." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug and Gemma3 sliding-window NaNs are different issues." + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different tokenizer/model issues." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval-mode are unrelated." + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval limitation are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are not the same code-path problem." + "reason": "Tensor-parallel OOM for one Qwen model and int4 CUDA reserved-memory regression are different memory issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor bugs, but different classes of failure and different model families." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct loading bugs." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate Qwen3 issues." }, { - "left": "issue:43526", - "right": "issue:46655", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "reduce_labels returning one label and SmolVLM video padding calculation are unrelated." + "reason": "Siglip2 bad outputs and Sam3-LiteText memory overflow are unrelated." }, { "left": "issue:43526", - "right": "issue:44186", + "right": "issue:46655", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different tokenizer/processor issues." + "reason": "BeitImageProcessorFast label handling and SmolVLM video padding are different processor bugs." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Siglip2 bad outputs and sam3-litetext memory overflow are unrelated." + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same underlying problem." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete failure." + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration crash are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging are unrelated." + "reason": "Flash Attention 2 support and LayoutLMv3 box error messaging are unrelated." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Rope-parameter JSON list handling and missing decorator for apply_rotary_pos_emb registration are different bugs." + "reason": "Both are vague Flash Attention 2 reports, but there is no evidence they refer to the same concrete bug." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a vague title and the other is a distinct issue; no shared concrete bug is evident." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are different failures." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 model support and Adafactor-in-Deepspeed OOM are unrelated." + "reason": "Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." } ] }, @@ -9896,8 +9936,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -9910,19 +9950,19 @@ "issue:43232", "issue:43262", "issue:43316", - "issue:43334", "issue:43381", "issue:43388", "issue:43493", "issue:43525", - "issue:43531", "issue:43611", "issue:43646", "issue:43720", "issue:43723", + "issue:43749", "issue:43761", "issue:43827", "issue:43873", + "issue:43931", "issue:44062", "issue:44077", "issue:44079", @@ -9938,6 +9978,7 @@ "issue:44977", "issue:44987", "issue:45003", + "issue:45216", "issue:45245", "issue:45440", "issue:45479", @@ -9950,26 +9991,25 @@ "issue:46234" ], "soft_pairs": [ - "issue:43334|issue:43531", - "issue:33290|issue:34689", "issue:43761|issue:45859", + "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:45588|issue:45600", "issue:33290|issue:34567", "issue:43262|issue:44206", - "issue:44977|issue:45245", "issue:43381|issue:43873", + "issue:44977|issue:45245", "issue:44464|issue:45491", "issue:43646|issue:44077", - "issue:44743|issue:44811", "issue:44442|issue:44898", + "issue:44743|issue:44811", "issue:42490|issue:44743", - "issue:34689|issue:43611", "issue:45003|issue:45440", + "issue:34689|issue:43611", "issue:43720|issue:44442", + "issue:42175|issue:46234", "issue:43723|issue:45479", "issue:43316|issue:43525", - "issue:42175|issue:46234", "issue:43493|issue:43827", "issue:44077|issue:44479", "issue:43761|issue:44079", @@ -9977,204 +10017,218 @@ "issue:43873|issue:44871", "issue:43761|issue:44188", "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:43931|issue:45216", "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "88569fcddcd84f169ba15ec080bf52cd28d2530a6188e5946d6739f4a7f4e804", + "prepared_review_unit_hash": "980b5b53a2f852eedb3dcfe6def56c474a67953f51d265410d5f7138c3f8bd3d", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35703, - "estimated_input_tokens": 8926, - "estimated_eval_tokens": 18108 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36561, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not look like a true duplicate group; the soft-similarity pairs mostly connect unrelated bugs that only share broad subsystem keywords.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions and API bugs across model loading, generation, tokenizers, configs, audio, quantization, and docs, so there is no safe duplicate anchor.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is globally representative enough to serve as a cluster-wide anchor; the closest matches are still only broad thematic overlaps, not the same underlying defect.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs, regressions, packaging, docs, and model-specific loading issues. I would not merge any of the candidate pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they are mostly unrelated regressions across different subsystems.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No global best issue for deduping this cluster: the reports are too diverse to serve as one representative duplicate target.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both mention Qwen3-family configs, but one is a missing `pad_token_id` on Qwen3-VL and the other is a `sliding_window` issue in Qwen3-MoE; different bugs and code paths." + "reason": "Different failures: CLIP hidden states vs Qwen3_5Moe CPU-offload rotary embedding." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM during Adafactor+DeepSpeed training and Llama 3.2 Vision model loading failure are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIPVisionModel hidden-states regression and Qwen3_5Moe CPU offload incompatibility are different model families and failure modes." + "reason": "OOM in Adafactor/DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Training OOM with DeepSpeed is not the same as token-embedding resize causing output embedding reinitialization." + "reason": "Optimizer memory blowup is not the same bug as token embedding reinitialization after resize." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and stale auto-mapping references to removed configs are separate issues." + "reason": "Flash-attention s_aux crash and stale auto_mappings references are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "An optimizer OOM and `num_input_tokens_seen` not updating are unrelated trainer concerns." + "reason": "Training OOM is unrelated to TrainerState token-count bookkeeping." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is chat template sampling-rate defaulting and the other is an unsupported `center` argument in a feature extractor." + "reason": "Audio chat-template sample-rate defaulting and feature-extractor center-arg validation are different issues." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression and a category-count runtime limit are unrelated." + "reason": "Eval-mode gradient checkpointing restriction is not the same as quantization/offloading breakage." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization do not describe the same defect." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the category-cardinality runtime error." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both affect generation, but chunked generation with compiled forward and Gemma3 NaN embeddings under sliding-window/all-padding windows are distinct bugs." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings have different code paths and symptoms." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "A broad v5 custom-init breakage is not the same as patchtsmixer-specific `post_init` policy enforcement." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent-state reset in Qwen3.5-MoE and Whisper `batch_decode()` skipping tokens are unrelated." + "reason": "Generic v5 custom-init breakage is not the same concrete bug as patchtsmixer's optional post_init constraint." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer auto-load failure and Perceiver image-classification resize failure are different components and failure modes." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "A local-path trailing-slash import warning is not the same as Qwen3.5 recurrent state reset." + "reason": "Recurrent-state reset with cache does not match Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Both are model-loading regressions, but they involve different root causes: a specific Llama vision breakage versus `base_model_prefix` handling in v5.0.0." + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe `sys.modules[]` access in modeling utils and DeepseekV3MoE divergence from the remote implementation are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and tokenizer auto-loading are unrelated bugs." + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from the remote implementation." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Tokenizer loading failure in v5 and zero-loss single-label classification are different subsystems." + "reason": "Both are loading regressions, but they affect different model/version paths and have different root causes." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both are config API complaints, but one is a general Gemma3TextConfig discrepancy and the other is a concrete missing `pad_token_id` on Llama4Config; not the same bug." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2ConformerTokenizer loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing TensorFlow in a torch extra and a missing import_utils availability helper are unrelated packaging/import issues." + "reason": "Packaging backend omission and missing import-utils symbol are different problems." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the zero-loss single-label classification bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A SigLIP2 implementation mismatch and docs still referencing removed pipelines are completely different kinds of issues." + "reason": "SigLIP2 implementation mismatch and outdated docs about pipeline() are not the same issue." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Patchtsmixer `post_init` policy and Qwen VL video-input regression are unrelated." + "reason": "Patchtsmixer post_init policy and Qwen video-input regression affect different models and code paths." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden-states not returned from CLIPVisionModel and incorrect `ModelOutput` key assignment are both output-related, but they are different layers and not the same defect." + "reason": "Missing hidden states and ModelOutput key assignment are unrelated behaviors." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "`AddedToken()` duplicate `special` argument and `list_repo_files` not forwarding `revision` are unrelated API bugs." + "reason": "AddedToken special-kwarg duplication is unrelated to list_repo_files revision forwarding." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 `eos_token_id` inconsistency do not share the same root cause." + "reason": "Quantization/offloading behavior is unrelated to eos_token_id config mismatch." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "A CLIPVisionModel output regression and attention-kernel divergence under `torch.compile` are unrelated." + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are different bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync behavior and `gather_for_metrics()` dropping tuple labels are different distributed-training bugs." + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics label truncation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model load shape mismatch and incorrect save_pretrained checkpoint output are different stages and causes." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading regression for `physical-intelligence/fast` and a TensorFlow Text backend mapping error are unrelated." + "reason": "Loading failure for a specific model is unrelated to missing tensorflow_text backend registration." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor template defaults and unsupported feature-extractor argument are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:45479", + "accept": false, + "reason": "ModelOutput key assignment and zero-loss classification are unrelated." } ] }, @@ -10193,8 +10247,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -10218,9 +10272,7 @@ "issue:43701", "issue:43716", "issue:43742", - "issue:43749", "issue:43825", - "issue:43931", "issue:44077", "issue:44162", "issue:44190", @@ -10234,37 +10286,37 @@ "issue:44871", "issue:44913", "issue:45137", - "issue:45216", "issue:45584", + "issue:45632", "issue:45698", "issue:45759", "issue:45803", "issue:46050", + "issue:46170", "issue:46234", "issue:46291", "issue:46365", "issue:46369", "issue:46421", + "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:43749|issue:43931", - "issue:43931|issue:45216", "issue:43316|issue:45759", - "issue:44855|issue:45137", "issue:43643|issue:44913", + "issue:44855|issue:45137", "issue:44442|issue:45803", "issue:43701|issue:46506", "issue:44190|issue:44496", "issue:42907|issue:45698", - "issue:44464|issue:46421", "issue:42617|issue:43575", + "issue:44464|issue:46421", "issue:25251|issue:28282", "issue:27957|issue:32090", "issue:43550|issue:43701", "issue:43575|issue:43742", - "issue:43606|issue:43701", "issue:46234|issue:46291", + "issue:43606|issue:43701", "issue:43295|issue:43825", "issue:16998|issue:22355", "issue:43295|issue:44871", @@ -10272,221 +10324,223 @@ "issue:43316|issue:43716", "issue:42175|issue:43316", "issue:44077|issue:44534", - "issue:45803|issue:46365", "issue:44871|issue:46050", + "issue:45803|issue:46365", "issue:43646|issue:44913", "issue:44610|issue:46369", + "issue:43452|issue:44496", "issue:44162|issue:44792", - "issue:43452|issue:44496" + "issue:45632|issue:46424", + "issue:45803|issue:46170" ], - "prepared_review_unit_hash": "69e809013a87b331cdb613f1dbe6fdc07b64c6f91c7ae5de984909a1a000205e", + "prepared_review_unit_hash": "7f469ef2ff7edf1b3891b82c4940dd2bcf107894834c82c605beed674273e491", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 36509, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading, config serialization, or model execution. None of the proposed soft edges look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45698 is the broadest and most representative open issue in this set: it centers on incorrect module resolution during save_pretrained/from_pretrained, a core loading/serialization path that overlaps the general theme of several nearby reports.", + "summary": "This cluster is a loose collection of unrelated Transformers issues. The soft pairs mostly share broad vocabulary like loading, config, cache, or generation, but they point to different models, different symptoms, and different code paths, so none look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a credible canonical duplicate for the cluster: it spans unrelated bugs in config loading, model initialization, generation, distributed training, cache behavior, and packaging/imports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the strongest triage value: open, high discussion, multiple inbound references, and a broad user-facing failure mode around custom-module loading after save/load.", + "best_issue_reason": "Issue 45698 is the most broadly framed and actively discussed open report, but it still represents only one of several distinct save/load-related bugs in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "Different failure modes: FSDP CPU RAM-efficient loading vs Qwen3-VL weight-shape mismatch during model load." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Both involve Qwen family loading/saving, but one is a shape mismatch on load and the other is an incorrect checkpoint save_pretrained regression." - }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch config APIs, but Gemma3TextConfig inconsistency and Qwen multimodal text_config unwrapping are distinct bugs." + "reason": "Both involve config/model API shape, but one is a Gemma3TextConfig discrepancy and the other is Qwen multimodal text_config unwrapping; different models and failure modes." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Completely different subsystems: Python 3.13 JIT parsing/import issue vs DeepSpeed ZeRO3 deque error." + "reason": "Both are config-serialization issues, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on reload; unrelated." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both are config reload issues, but one is trust_remote_code missing fields and the other is GPTNeoX rotary_pct not persisting." + "reason": "Python 3.13 import parsing bug vs DeepSpeed ZeRO3 deque underflow; unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Tokenizer load failure vs Fuyu exception handling swallowing errors; different code paths." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch on resume and CPU/CUDA output differences in PPDocLayoutV3 are not the same bug." + "reason": "Resume-checkpoint key mismatch vs CPU/CUDA output divergence; unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in an example script is unrelated to unrecognized model/config loading." + "reason": "Data-loading script issue vs unrecognized model/config; unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load paths, but dequantized model saving and wrong custom-module resolution are different root causes." + "reason": "Both touch save/load, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained; not the same bug." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both mention chunked behavior, but one is incorrect generation output and the other is spurious recompilation from cache initialization." + "reason": "Parallel script runtime issue vs TP-induced OOM on a specific model; different problems." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "3D parallel script runtime issues and Qwen tp OOM are different execution problems." + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is recompilation from lazy cache init; separate bugs." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch import errors." + "reason": "Pipeline output nesting issue vs missing PyTorch import; unrelated." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support for XLMRoberta and a Trainer GPU broadcast TypeError are unrelated." + "reason": "Flash Attention model support vs Trainer broadcast error; unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch do not share a concrete code path." + "reason": "torch.compile/SDPA failure vs checkpoint key mismatch; unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM while loading a large Qwen model and a key error loading MobileLLM are different load-time failures." + "reason": "OOM on tensor-parallel load vs key error for a model config; unrelated." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch on resume." + "reason": "Both are import-related, but one is a missing availability helper and the other is a kernels dependency/version check; different issues." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Missing import_utils symbol and kernels version/revision validation are distinct dependency issues." + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression and pipeline task-support error messaging are different behaviors." + "reason": "Regression in processor/tokenizer access vs pipeline translation error message; different layers and symptoms." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 and missing transformers.onnx module are unrelated." + "reason": "Model_max_length question vs missing transformers.onnx module; unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "Processor/tokenizer regression vs Gemma eos_token_id mismatch; not the same bug." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id config mismatch and Whisper empty transcription after align_special_tokens are different issues." + "reason": "Both involve special-token behavior, but one is a config mismatch and the other is Whisper empty-transcription generation failure; different code paths." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + "reason": "Config API discrepancy vs image preprocessor/model dtype mismatch; unrelated." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging backend omissions and config API discrepancies are not the same bug." + "reason": "Backend packaging issue vs model config API discrepancy; unrelated." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement for patchtsmixer is unrelated to non-persistent buffer initialization bugs." + "reason": "Model post_init allowance vs non-persistent buffer junk; unrelated." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import failure due to datasets are unrelated." + "reason": "Gemma eos token config inconsistency vs quantized save/load breakage; unrelated." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and quantized model save/load corruption are different serialization problems." + "reason": "Exception handling bug vs Trainer import affected by datasets; unrelated." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers 5 custom model init breakage and GPTNeoXConfig rotary_pct persistence are different config/model-init issues." + "reason": "General custom model init regression vs GPTNeoX rotary_pct reload defaulting; different scope." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are unrelated model execution failures." + "reason": "Processor input-size mismatch vs memory overflow on sam3-litetext; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading vs unrecognized model config; both loading-related but distinct failure modes." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus test failure are unrelated model-specific regressions." + "reason": "ESM2 model broken vs janus image generation test failure; unrelated." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/path behavior, but one is trust_remote_code cache collisions and the other is max_cache_length handling; different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "gguf_file breaking from_pretrained calls and unrecognized model config errors do not share the same root cause." + "reason": "Exception handling bug vs Windows ROCm import error; unrelated." } ] }, @@ -10505,8 +10559,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -10528,7 +10582,10 @@ "issue:43673", "issue:43688", "issue:43761", + "issue:43931", + "issue:44060", "issue:44190", + "issue:44242", "issue:44479", "issue:44514", "issue:44534", @@ -10549,28 +10606,23 @@ "issue:45600", "issue:45632", "issue:45698", - "issue:45803", - "issue:46170", "issue:46178", "issue:46202", "issue:46234", - "issue:46424", "issue:46617", "issue:46640" ], "soft_pairs": [ - "issue:45632|issue:46424", - "issue:45803|issue:46170", "issue:43650|issue:46202", "issue:43404|issue:43441", "issue:43065|issue:44617", "issue:43540|issue:44514", "issue:43761|issue:44479", - "issue:43572|issue:46178", "issue:45127|issue:45200", "issue:43388|issue:43688", - "issue:43352|issue:46640", + "issue:43572|issue:46178", "issue:45542|issue:46234", + "issue:43352|issue:46640", "issue:43504|issue:45698", "issue:43673|issue:44743", "issue:44792|issue:44977", @@ -10579,190 +10631,192 @@ "issue:43525|issue:43531", "issue:44734|issue:45406", "issue:44190|issue:44964", - "issue:35141|issue:42490", "issue:44534|issue:44913", + "issue:35141|issue:42490", "issue:44617|issue:45584", + "issue:43761|issue:44242", "issue:45632|issue:46617", - "issue:44855|issue:45588" + "issue:44855|issue:45588", + "issue:43931|issue:44060" ], - "prepared_review_unit_hash": "58c96a3dcd1de070de2fabd73d3138c5f152577b7d0e870314747645ba00ee23", + "prepared_review_unit_hash": "c7beeaa9be506701b494ce4c8cdad09e8613586a696ff6dfbab2a6f423c1b281", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34668, - "estimated_input_tokens": 8667, - "estimated_eval_tokens": 17590 + "serialized_chars": 34643, + "estimated_input_tokens": 8661, + "estimated_eval_tokens": 17578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated Transformers bugs across loading, cache, vision, flash-attention, and processor paths. None of the proposed soft pairs look like the same underlying change/bug closely enough to merge.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue clearly acts as a true duplicate canonical here; the cluster is too mixed and the soft pairs are mostly broad similarity rather than the same bug.", + "summary": "This cluster is a grab bag of unrelated Transformers bugs spanning model loading, cache paths, processors, Flash Attention, multimodal/video regressions, and configuration issues. None of the soft pairs look like the same underlying bug closely enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "I\u2019d use issue #45698 as the representative issue: it is open, has the highest discussion activity, and describes a clear reproducible loading bug with broad user impact (`from_pretrained` selecting the wrong custom module after `save_pretrained`).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone representative: it is detailed, active, has inbound references, and centers on a concrete loading regression rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue #45698 is the strongest standalone issue in the set because it is well-scoped, actively discussed, and likely to attract the most useful fix/workaround for a concrete loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Both involve cache/loading behavior, but one is a trust_remote_code path collision and the other is max_cache_length being ignored; different bugs." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Unrelated failures: tensor conversion error handling vs Windows/ROCm torch.distributed import issues." - }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No overlap beyond being user-facing bugs; one is a data request, the other is a Gemma tokenization roundtrip issue." + "reason": "Completely different problems: one is a vague placeholder report, the other is a Gemma pipeline roundtrip issue on a specific token. No shared code path." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different concrete problems: weight tying in Mistral3 vs FlashAttention support in Ministral-3." + "reason": "Both are model-specific, but one is about untied lm_head weights and the other is Flash Attention support/failure. Different bugs." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Both mention SAM 3, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM symptom." + "reason": "Sam3PixelDecoder dummy Conv2d is a model implementation detail; CUDA OOM in Sam3Video is a resource problem, not the same defect." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal input bugs, but they affect different models and different code paths (video processing vs batched chat template padding)." + "reason": "Different models and different failure modes: Qwen3OmniMoe video processing vs Qwen2_5_VL chat templating with batching/padding." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different regression surfaces: CLIP hidden_states forwarding vs Qwen video-input generation regression." - }, - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "Unrelated: missing pad_token_idx in StableLmConfig vs an unknown tensorflow_text backend mapping error." + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated code paths." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "One is LoRA/extended-vocabulary collapse with tied embeddings; the other is Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "One is LoRA merge / tied embeddings collapse; the other is missing `mm_token_type_ids` for text-only fine-tuning. Not the same bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training bugs: metric-gathering drops labels vs auxiliary-loss normalization in MoE models." + "reason": "Gathering metrics on tuple labels and auxiliary-loss normalization in MoE models are different training bugs." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a specific model not supporting it and the other is too vague to confirm the same issue." + "reason": "StableLmConfig missing `pad_token_idx` and backend mapping error for `tensorflow_text` are unrelated configuration/import issues." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different backend/import problems: TensorBoard without TensorFlow vs missing Falcon Mamba SSM availability helper." + "reason": "TensorFlow/tensorboard backend detection and a missing `is_falcon_mamba_ssm_available` helper are different import-system problems." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is a specific Nemotron unsupported-feature error while the other is a vague general flash-attention issue; not enough evidence of the same fix." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both concern model loading, but one is a legacy preset field for BEiT and the other is selecting the wrong custom module after save_pretrained." + "reason": "Legacy field preventing BEiT preset loading is not the same as loading the wrong custom module after save/load roundtrip." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache state, but one is GenerationMixin cache missing in chunked prefill and the other is recurrent states resetting in modular_qwen3_5." + "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache plumbing and the other is recurrent state reset in Qwen modular code. Different failures." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: Janus image generation test failure vs Qwen3.5 flash-attention generation regression." + "reason": "A janus image-generation test failure and Qwen3.5 Flash Attention generation issues are separate regressions." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "No shared bug: Janus generation test failure vs stale auto_mappings entries for removed Sam3LiteText configs." + "reason": "A failed janus generation test and broken auto_mappings entries for removed Sam3LiteText configs are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different SAM 3 paths: processor selection bug vs missing fpn_position_embeddings attribute on a video encoder output." + "reason": "Video-classification processor selection and missing `fpn_position_embeddings` on Sam3VisionEncoderOutput are different SAM3 issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Separate config regressions: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Missing `pad_token_id` in Llama4Config and a Qwen3-MoE sliding-window bug are unrelated model/config problems." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Unrelated service/model issues: KV-cache continuation tensor indexing vs Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache continuation tensor indexing bug and Gemma4Processor missing `_tokenizer` are different service-layer failures." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading failures: local dataset in example script vs a specific multimodal model failing to load on latest transformers." + "reason": "Local dataset loading in a training example and loading Phi-4 multimodal with latest transformers are unrelated." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Different loading behaviors: embedding reinit after resize vs warning on local-model paths ending with a slash." + "reason": "Non-persistent buffer initialization in v5 and GPTNeoX rotary_pct reload persistence are different config/runtime bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "One is non-persistent buffers being filled with junk; the other is GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Token embedding resize/post-init reinitialization and trailing-slash local model import warnings are unrelated." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Different symptoms and code paths: SAM 3 video OOM vs Whisper empty-transcription failure after align_special_tokens." + "reason": "Sam3Video OOM is a memory issue; Whisper empty-transcription failure after special-token alignment is a generation edge case." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "A vision-model hidden_states regression and missing load-balancing loss when `output_router_logits=False` are distinct bugs." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both are trust_remote_code cache-related, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not clearly the same bug." + "reason": "Both concern trust_remote_code/cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError on cached load; different concrete failure modes." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Completely different areas: Python 3.13 import parsing issue in DebertaV2 vs flash_attention.py crashing on s_aux=None." + "reason": "Python 3.13 import parsing issue in DebertaV2Model and Flash Attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight issues." } ] }, @@ -10781,8 +10835,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -10797,15 +10851,12 @@ "issue:43550", "issue:43644", "issue:43673", - "issue:43761", "issue:43827", - "issue:43931", "issue:43994", - "issue:44060", "issue:44077", "issue:44112", "issue:44190", - "issue:44242", + "issue:44462", "issue:44464", "issue:44479", "issue:44521", @@ -10829,19 +10880,20 @@ "issue:45563", "issue:45584", "issue:45600", + "issue:45632", "issue:45803", + "issue:45907", + "issue:46234", "issue:46369", "issue:46421", "issue:46489", "issue:46655" ], "soft_pairs": [ - "issue:43931|issue:44060", - "issue:43761|issue:44242", - "issue:43673|issue:46421", "issue:43827|issue:43994", - "issue:45563|issue:45584", + "issue:43673|issue:46421", "issue:45381|issue:46369", + "issue:45563|issue:45584", "issue:44479|issue:44734", "issue:43644|issue:44913", "issue:25251|issue:27957", @@ -10864,220 +10916,219 @@ "issue:44737|issue:45803", "issue:43295|issue:45276", "issue:44938|issue:45542", - "issue:45276|issue:45584" + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44462|issue:45907" ], - "prepared_review_unit_hash": "a504261e91e68be253ba349cfefc3ef20228e4445112de5f03c9f470a0bbb438", + "prepared_review_unit_hash": "c5fa16b8cfdd687869e2d3aefe5fac47669006b4c3135cdbfaadcee91b538db4", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36346, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; nearly all soft edges are false positives. The only plausible duplicate/follow-up pair is the DeepSeek tokenizer v5 regression (44779/46489).", - "confidence": 0.89, - "canonical_issue_reason": "issue:44779 is the original, broader DeepSeek tokenizer v5 regression report and the clearest anchor for the only near-duplicate pair in this set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the most representative issue here: concrete repro, broadest wording, and it anchors the only plausible duplicate relationship.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly link unrelated issues across docs, tokenizers, video/multimodal processing, config loading, generation, and CI. I found no pair that convincingly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying defect; they span many distinct subsystems and regression classes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative for the whole set; even the closest-looking pairs still describe different failure modes or components.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Different failure modes: Qwen3-VL weight-shape load error vs Qwen3-Next tied-weights warning." - }, - { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "CLIPVision hidden_states regression and load-balancing-loss gating are unrelated code paths." + "reason": "Both mention pipeline-related behavior, but one is a docs reference problem and the other is a SigLIP2 model/pipeline output issue; different root causes." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is recompilation from lazy init." + "reason": "Both concern chunked prefill/cache behavior, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Docs still referencing pipeline() is not the same bug as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Both involve multimodal/video-related failures, but one is a specific Qwen2.5-VL video position-id regression and the other is Sam3-lite memory overflow; different problems." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale generation warning is distinct from Whisper failing on empty transcription after align_special_tokens." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Qwen2.5-VL video position-id regression and Sam3-LiteText memory overflow are different model-specific bugs." + "reason": "Both are generation edge cases, but one is a stale warning about num_return_sequences and the other is Whisper failing on empty transcription after token alignment." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression and KV-cache continuation crash are separate failure points." + "reason": "Both mention v5/server-related breakage, but one is a video-input regression across Qwen models and the other is a KV-cache continuation indexing crash in transformers serve." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk-fill and GPTNeoXConfig reload behavior are different issues." + "reason": "Both describe config/state persistence issues, but one is about non-persistent buffers being filled with junk and the other is rotary_pct not round-tripping in GPTNeoXConfig." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline output nesting and Flash Attention 2 support are unrelated." + "reason": "These are unrelated: one is a pipeline top_k output-shape issue, the other is XLMRoberta with Flash Attention 2." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "One is a missing import from image_utils, the other is Qwen3.5 chat crashes; no shared code path." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are different bugs." + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other is an OmDet-Turbo processor/model input-size mismatch; different components." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on auto device mapping is unrelated to the 2^24 category limit error." + "reason": "These are unrelated runtime failures: Qwen3 auto device mapping cudaErrorAssert versus a category-count limit error." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError are not the same problem." + "reason": "One is a SwitchTransformers sparse-layer construction bug, the other is a Python 3.13 import failure from @torch.jit.script parsing; not the same issue." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile+SDPA failure and local dataset loading are unrelated." + "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in run_image_classification_no_trainer.py." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init on patchtsmixer and strict granite_speech config loading are separate config issues." + "reason": "Both involve config restrictions, but one is patchtsmixer post_init allowance and the other is strict config loading for granite_speech; different fixes." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward generation inconsistency is not the same as the stale num_return_sequences warning." + "reason": "Chunked generation inconsistent outputs with compiled forward is a behavior bug, while num_return_sequences warning is a stale warning; not the same change." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video bugs, but one is wrong vision_position_ids and the other is incorrect padding calculation." + "reason": "Both are video-input issues, but they target different models and different bugs: incorrect vision_position_ids versus incorrect padding calculation." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config logic and a dataset-loading script failure are unrelated." + "reason": "A config construction bug in SwitchTransformers is unrelated to a dataset-loading failure in an example script." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are different symptoms on different variants." + "reason": "Both mention SAM3 models and memory problems, but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; different model paths." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Both involve LoRA/save_pretrained/vocabulary-like concerns, but one is model collapse after merging LoRA with extended vocab and the other is incorrect visual encoder keys saved for Qwen3.5." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression on v5+; 46489 reads like the remaining gap in the earlier fix rather than a separate bug." + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the titles indicate different affected tokenizers and failure modes; insufficient evidence of one underlying bug." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation errors and a local dataset loading script issue are unrelated." + "reason": "SigLIP2 docs/model-processor mismatch has nothing to do with loading a local dataset in an image-classification training script." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Stale CI device-override test and removed Sam3LiteText auto_mapping references are different maintenance problems." + "reason": "Both are CI-related, but one is a stale device override test and the other is a removed Sam3LiteText config reference in auto_mappings.py; different breakages." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template are unrelated to Qwen2.5-VL video position IDs." + "reason": "Both touch multimodal chat/video behavior, but one is all-zero assistant masks in apply_chat_template and the other is wrong vision_position_ids for Qwen2.5-VL video input." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are unrelated." + "reason": "A video-input ValueError in Qwen3OmniMoe is unrelated to a KV-cache continuation indexing crash in the serve response path." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU arange/device placement bug in XLNet is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "XLNet CPU device placement in torch.arange and a bare except swallowing errors in FuyuBatchFeature are unrelated bug classes." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "processor.tokenizer regression and gemma4 embedding-resize propagation are different code paths." + "reason": "One is a regression around processor.tokenizer/images access, the other is resize_token_embeddings not updating gemma4 embedding/output fields; different code paths." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the undefined tf backend error." + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are unrelated environment/package issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription failure are unrelated." + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A cache-path collision for local trust_remote_code models is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different hub/tokenizer issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is broadly grounded in the packet and stays conservative overall. The one accepted pair, 44779/46489, is supported by the titles as a plausible same-root DeepSeek tokenizer v5+ regression/follow-up. I don\u2019t see a clear overstatement strong enough to reject." - }, - "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 }, @@ -11089,8 +11140,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -11106,11 +11157,13 @@ "issue:43295", "issue:43404", "issue:43479", + "issue:43526", "issue:43531", "issue:43643", "issue:43650", "issue:43673", "issue:43854", + "issue:43901", "issue:43976", "issue:44016", "issue:44112", @@ -11119,7 +11172,6 @@ "issue:44246", "issue:44279", "issue:44295", - "issue:44462", "issue:44496", "issue:44521", "issue:44683", @@ -11127,6 +11179,7 @@ "issue:44964", "issue:44987", "issue:45003", + "issue:45042", "issue:45083", "issue:45216", "issue:45245", @@ -11135,240 +11188,237 @@ "issue:45446", "issue:45584", "issue:45600", - "issue:45632", - "issue:45907", "issue:46082", "issue:46121", - "issue:46234", "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:44462|issue:45907", - "issue:45632|issue:46234", "issue:44246|issue:45003", - "issue:46082|issue:46121", "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:42175|issue:44279", "issue:45245|issue:45584", "issue:44964|issue:45600", - "issue:42175|issue:44279", - "issue:44112|issue:44964", "issue:43854|issue:44964", + "issue:44112|issue:44964", "issue:43643|issue:44496", "issue:27957|issue:35141", "issue:36246|issue:41628", "issue:44186|issue:44734", "issue:43404|issue:45216", - "issue:36246|issue:38617", "issue:44295|issue:46506", + "issue:36246|issue:38617", "issue:43650|issue:44220", "issue:41950|issue:44016", "issue:32090|issue:35141", - "issue:44683|issue:45446", "issue:43479|issue:45375", "issue:43673|issue:46424", "issue:43531|issue:45600", "issue:44016|issue:44220", "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44683|issue:45446", "issue:43976|issue:44987", - "issue:43295|issue:45335" + "issue:44496|issue:45042" ], - "prepared_review_unit_hash": "ed85dcf211b94fbb924d6f4814cf92888ea79b1d8b575ab229bf06f01cd5dc98", + "prepared_review_unit_hash": "0bcf2ace67433309a1506db7304d48ffe8d7792968c2c7cd349d3de23b0e0cc8", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, - "budget": { - "node_count": 48, - "item_count": 48, + "budget": { + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36079, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous; the soft pairs connect different APIs, model families, or unrelated regressions, so none should be treated as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue stands out: these items are not one bug but many unrelated Transformers issues.", + "summary": "These items are mostly unrelated, spanning distinct import/config/model-specific regressions; none of the soft pairs look like true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45003 is the clearest concrete code-path bug with broad impact; it is more actionable than the many model-specific or environment-specific reports here.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative because the candidates span unrelated failure modes and subsystems.", + "best_issue_reason": "issue:45003 is the best representative overall because it describes a shared internal bug rather than a downstream symptom or narrow model/regression report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer.json precedence vs revision forwarding are different APIs and failures." - }, - { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Local-model cache-path collision is unrelated to a missing import export." + "reason": "Both concern imports/performance, but one is an import latency complaint and the other is unsafe sys.modules access; different bugs and fixes." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Slow import-time access to sys.modules is not the same bug as `_gpu_broadcast_one` rejecting None." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different code paths with different failure modes." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Config validation for head_dim and JSON-loaded rope-key lists are separate errors." + "reason": "Both are config-validation related, but one is about explicit head_dim handling and the other is a type conversion bug in rope validation." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "BPE marker handling and multimodal assistant masks are different tokenizer behaviors." + "reason": "A packaging/backend dependency issue is not the same as a vague dependency problem; too broad to be the same underlying bug." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and Whisper empty-transcription handling are unrelated." + "reason": "Category-count limits and Whisper empty-transcription handling are unrelated defects." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model-load breakage for Phi-4 multimodal and removed Sam3LiteText auto-mappings are different root causes." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "TensorFlow backend packaging and a generic dependency issue are not the same failure." + "reason": "Phi-4 multimodal loading and stale auto_mappings entries for Sam3LiteText are different model/config breakages." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI test flake and Phi-4 multimodal loading are unrelated." + "reason": "Both are model loading failures, but they affect different models and likely different loading paths." }, { - "left": "issue:43854", + "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash test loading and Phi-4 multimodal loading are different model-specific bugs." + "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal load regression." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing config fields with trust_remote_code and unrecognized model_type are distinct config-loading issues." + "reason": "Missing fields after trust_remote_code and an unrecognized model_type error are distinct config-loading problems." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and tie_word_embedding/post_init reinit are unrelated." + "reason": "Flash Attention support for XLM-Roberta and embedding reinitialization after resize_token_embeddings are separate bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing AutoImageProcessor export are separate import regressions." + "reason": "These are different import errors for different symbols; the underlying fixes would not be the same." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "NER/batched-padding tokenizer crashes and KV-cache continuation tensor indexing are different code paths." + "reason": "Tokenizer crashes on NER/padding and server KV-cache continuation indexing are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained checkpoint corruption are different model bugs." + "reason": "Weight tying in a multimodal generation model and a broken checkpoint save_pretrained regression are different issues." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules." + "reason": "A buffer/position_ids access error is not the same as CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "position_ids buffer access and CPU/CUDA output divergence are unrelated." + "reason": "These import errors involve different missing symbols in different modules, not one shared defect." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "ADD THE DATA is not the same as an `_torch_extract_fbank_features()` bug." + "reason": "The placeholder title \"ADD THE DATA\" does not describe the same audio feature-extraction bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + "reason": "A video-classification pipeline bug and a notebook syntax error are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer NoneType broadcast and token-embedding resize reinitialization are different issues." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and AuxRequest version gating are separate flex_attention regressions." + "reason": "Trainer GPU broadcast NoneType handling and embedding resize/post_init reinitialization are different subsystems." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4MultimodalConfig default init and missing Qwen3_5MoeVisionConfig field are different config bugs." + "reason": "Different multimodal config bugs in different models; one default-initializes None configs, the other drops a field under strict parsing." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Generation cache missing in v5.0.0 chunked_prefill and max_cache_length only applying to quantized cache are different cache behaviors." + "reason": "Generic cache missing in chunked prefill and max_cache_length only applying to quantized cache are not the same bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and removed Sam3LiteText auto-mappings are unrelated." + "reason": "A sliding_window issue in Qwen3-MoE is unrelated to auto_mappings referencing removed configs." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are not the same problem." + "reason": "Notebook syntax and audio feature extraction are completely different problems." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper output-length math in qwen3_omni_moe and CPU/CUDA differences are separate bugs." + "reason": "A helper length-calculation bug in qwen3_omni_moe is not the same as CPU/CUDA numerical divergence." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and decoder.embed_tokens not updating on resize are different failure points." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "An image-processor label reduction bug and stale docs for return_all_scores are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compilation failure on new torch versions while the other is a version-check/import gating bug." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support in Transformers 5.1.0 and loading a specific model are unrelated." + "reason": "A Python version compatibility issue and a specific model-loading failure are different root causes." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Custom model processor.tokenizer access and resize_token_embeddings/decoder tying are different regressions." + "reason": "Unrecognized model_type and PIL image processors requiring torchvision are unrelated config vs backend dependency bugs." } ] }, @@ -11387,11 +11437,12 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ + "issue:38175", "issue:39692", "issue:41950", "issue:42796", @@ -11400,7 +11451,6 @@ "issue:43299", "issue:43381", "issue:43441", - "issue:43526", "issue:43577", "issue:43650", "issue:43673", @@ -11417,11 +11467,11 @@ "issue:44351", "issue:44368", "issue:44496", + "issue:44617", "issue:44779", "issue:44792", "issue:44933", "issue:45020", - "issue:45042", "issue:45200", "issue:45216", "issue:45278", @@ -11442,8 +11492,6 @@ "issue:46515" ], "soft_pairs": [ - "issue:43526|issue:43901", - "issue:44496|issue:45042", "issue:42907|issue:43441", "issue:43901|issue:44496", "issue:43381|issue:45593", @@ -11459,235 +11507,230 @@ "issue:44279|issue:46515", "issue:45335|issue:45584", "issue:46082|issue:46399", - "issue:44075|issue:44368", "issue:44279|issue:45405", - "issue:42796|issue:43650", + "issue:44075|issue:44368", "issue:43577|issue:45216", + "issue:42796|issue:43650", "issue:39692|issue:43901", "issue:43295|issue:44779", - "issue:44351|issue:45278", "issue:43976|issue:45405", + "issue:44351|issue:45278", "issue:43299|issue:45357", "issue:44242|issue:45200", "issue:46082|issue:46512", "issue:44779|issue:45812", "issue:41950|issue:45020", + "issue:38175|issue:44617", "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "cf10573fdd752be7ab55a16742ffa2671e4dab251d8492b2c793594bd146eccf", + "prepared_review_unit_hash": "ad6aa6229697ce8e73ebc3f285705c1cc1cf52c5b1721d151fe1db37b15b09e2", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36941, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "soft_pair_count": 30, + "serialized_chars": 36568, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, cache-, or docs-related regressions, and none of the soft edges look like true duplicates. The broadest umbrella-style report is the generic upgrade/import regression issue, but it still does not unify the cluster into one underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it frames a wide upgrade-induced import breakage rather than a narrow model-specific defect, so it is the best representative issue if one must be chosen.", + "summary": "These items are mostly unrelated issue reports across different models, pipelines, and regressions. The only overlaps are broad topical similarities (tokenizers, import errors, model loading, save/load regressions), but they do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45812 is the strongest standalone bug report: it is a clear, concrete v4\u2192v5 regression with a specific symptom and broad impact across the Granite family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful global representative because it captures the widest class of version-upgrade regressions and could plausibly subsume multiple import-related symptoms, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45812 is the best representative issue here because it is specific, reproducible, and describes a single well-bounded failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Different bugs: BeitImageProcessorFast reduce_labels behavior vs a docs mismatch about return_all_scores." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model/config loading error is unrelated to PIL backend image processors requiring torchvision." - }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a different failure from Ministral flash-attention loading." + "reason": "Same model family, but one is save/dequantization failure and the other is a FlashAttention runtime crash." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs wording issue vs model-loading/config recognition failure; no shared underlying code path." + "reason": "Both involve docs/model names, but one is a pipeline docs mismatch and the other is an unrecognized-model config loading error." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses with denoising off are separate training-path issues." + "reason": "Different bugs in different code paths: gradient checkpointing eval behavior vs missing auxiliary losses in D-FINE." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility and a dependency issue are not the same concrete bug." + "reason": "One is a Python-version compatibility regression; the other is a vague dependency issue with no concrete shared code path." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior and ANSI codes in loading_report are unrelated subsystems." + "reason": "Chunked-prefill cache handling and ANSI codes in loading_report are unrelated subsystems." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral model-load failure and the other is an s_aux=None AttributeError for sink-less models." + "reason": "Both mention flash attention, but they target different failures: Ministral model init vs s_aux=None handling in a separate integration file." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to sam3-litetext memory overflow." + "reason": "Pipeline batch-finalization dropping results is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are distinct failures." + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are different bugs." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus test failure is not the same as cache max length being honored only for quantized cache." + "reason": "A janus test failure and a cache-length configuration limitation are not the same issue." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2.5-VL export and a nonexistent image_utils import are different import problems." + "reason": "Both are import errors, but for different symbols/modules and likely different fixes." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different model families and different mechanisms: unrecognized model config vs AutoModelForCausalLM not unwrapping text_config." + "reason": "Different model-loading problems: unrecognized model type vs from_config failing to unwrap text_config." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Model loading failure and save_pretrained checkpoint corruption are separate lifecycle bugs." + "reason": "One is a load-time failure for Qwen3.5 VL MoE models; the other is an incorrect save_pretrained checkpoint regression." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same root cause." + "reason": "These are generic incompatibility reports, but one is about transformers dependency issues and the other is torch 2.4.1 incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated." + "reason": "resize_token_embeddings not affecting decoder embeddings is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to the missing decorator causing rotary-pos-emb registration failure." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "Unused SGD args and a Qwen warning about tie_word_embeddings are unrelated." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration errors are distinct config/runtime issues." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A dependency issue is not the same as the MIN_PEFT_VERSION bump problem." + "reason": "A dependency issue and a bumped unreleased PEFT minimum version are different package/version problems." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Tokenizer BPE-marker handling has nothing in common with the placeholder 'ADD THE DATA' issue." + "reason": "SGD args being ignored is unrelated to a tie_word_embeddings warning in Qwen fine-tuning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype stale state and Qwen3.5 save_pretrained regression affect different models and code paths." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained correctness are unrelated regression classes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a low-signal data request are clearly unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 example errors and TextClassificationPipeline docs stale behavior are both docs-adjacent but not the same bug." + "reason": "Both are documentation-related only in the broadest sense; the underlying bugs and affected components differ." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor/tokenizer regression is different from Deepseek tokenizer output regression." + "reason": "Both mention tokenizer regressions, but one is processor/tokenizer API handling and the other is incorrect tokenization output for Deepseek." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "These both involve imports, but one is a specific HybridCache missing export and the other is a broad upgrade regression; not the same concrete issue." + "reason": "Python support regression and unreleased dependency bump are different versioning problems." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Python support mismatch and unreleased PEFT minimum version are unrelated compatibility problems." + "reason": "A missing HybridCache import may be one symptom of broader import errors, but this is not enough to treat them as the same concrete bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL loading failure and incorrect visual encoder keys on save are distinct bugs." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual encoder keys on save." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss and Gemma mm_token_type_ids defaults are different model behaviors." + "reason": "Load-balancing loss logic and Gemma 4 mm_token_type_ids defaults are unrelated training issues." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config head_dim validation is unrelated to from_config leaving model.config.dtype stale." + "reason": "Both touch config/shape semantics, but one rejects head_dim inputs while the other leaves config.dtype stale after from_config." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families with different symptoms and likely fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes, so they are not the same bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code model breakage are separate subsystems." + "reason": "A video-classification processor bug and a broad remote_code compatibility regression are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and SAM3Video CUDA OOM are unrelated model-specific failures." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are different model-specific bugs." + "reason": "Different Qwen-related import/loading failures with different missing symbols and scopes." } ] }, @@ -11706,13 +11749,12 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:33290", - "issue:38175", "issue:41950", "issue:42175", "issue:42994", @@ -11730,6 +11772,7 @@ "issue:43994", "issue:44016", "issue:44162", + "issue:44246", "issue:44261", "issue:44263", "issue:44291", @@ -11737,7 +11780,6 @@ "issue:44462", "issue:44466", "issue:44521", - "issue:44617", "issue:44623", "issue:44671", "issue:44683", @@ -11761,224 +11803,224 @@ "issue:46209" ], "soft_pairs": [ - "issue:38175|issue:44617", "issue:43479|issue:43525", "issue:43650|issue:46209", "issue:44683|issue:45542", "issue:41950|issue:45823", "issue:44466|issue:45276", "issue:44521|issue:45325", - "issue:43653|issue:45593", "issue:45103|issue:45372", - "issue:44016|issue:44291", + "issue:43653|issue:45593", "issue:44462|issue:45081", + "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:33290|issue:45656", "issue:44361|issue:45593", + "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:44261|issue:44263", - "issue:45081|issue:45907", "issue:44623|issue:44749", "issue:45600|issue:45712", "issue:44623|issue:45397", "issue:42175|issue:43976", - "issue:43901|issue:43994", "issue:44671|issue:44779", - "issue:43723|issue:44162", + "issue:43901|issue:43994", "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:43723|issue:44162", "issue:45542|issue:45800", - "issue:43673|issue:43761" + "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "26ca815e1475368b261259f8c7da4932ee2da058a072c5b4ed6e7a3b9b793834", + "prepared_review_unit_hash": "b6d17db80c0b65b5c9106f59050c72b44a530109b9e04f596938877085713a76", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35783, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "serialized_chars": 35215, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across tokenizers, multimodal processors, model loading, quantization, deepspeed, and packaging. None of the soft-similarity pairs look like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.54, - "canonical_issue_reason": null, + "summary": "This cluster is actually a loose collection of unrelated Transformers issues; none of the soft pairs look like true duplicates, so I would not merge any edges. The best representative issue is the tokenizer-loading regression family, with issue 44462 as the most actionable anchor.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44462 is the most concrete, broadly relevant regression in the set and has follow-up references, making it the best representative anchor even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best general representative if one must pick a hub: it is active, broadly scoped around multimodal chat template masking, and has the most inbound references among the candidates. It is still not a duplicate of the other issues.", + "best_issue_reason": "Issue 44462 has a clear user-facing repro and a well-scoped code path, so it is the strongest issue to keep as the cluster\u2019s representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "SigLIP2 zero-probability outputs vs Sam3Video OOM are unrelated model-specific failures." - }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different models and different bugs: default multimodal config initialization vs missing pad_token_id on Llama4Config." + "reason": "Different bugs: one is bad default multimodal config initialization, the other is a missing pad_token_id on Llama4Config." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Generic title only; one is an unspecified data request, the other is an FP8/B200 inference bug." + "reason": "Completely unrelated: a vague data request versus an FP8 inference failure on B200." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to a TensorFlow backend installation issue." + "reason": "Different subsystems and failures: torch flex_attention compilation vs a TensorFlow/backend installation error." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device_map forward mismatch are different code paths." + "reason": "Pipeline processor lookup bug and Gemma4 device-mismatch bug are distinct code paths." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights and resize_token_embeddings not propagating to Gemma4 outputs are distinct bugs." + "reason": "Both touch model weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 internals." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant_masks being all zero is not the same bug as Qwen2.5-VL rope index scaling." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary loss behavior." + "reason": "Both are multimodal, but one is assistant mask generation and the other is RoPE/position-id scaling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor loading/import errors are unrelated." + "reason": "Auto-docstring annotation handling and Gemma4 processor import failure are unrelated bugs." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch do not share the same failure mode." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading problems." + "reason": "Both involve tokenizer loading, but the former is generic tokenizer.json resolution while the latter is a Mistral-specific regex/backend tokenizer crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index error are unrelated." + "reason": "Different model-specific issues: FlashAttention failure for Ministral versus OCR index overflow for Kosmos2.5." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed OOM with Adafactor and optimizer.step being called twice are different optimizer/deepspeed issues." + "reason": "Both mention DeepSpeed, but one is Adafactor OOM and the other is optimizer.step being invoked twice." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer attribute errors and D-FINE auxiliary-loss handling are unrelated." + "reason": "Tokenizer AttributeError and D-FINE training-loss behavior are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model save failure and dequantized model load/offload failure are separate quantization pathways." + "reason": "Both are quantization-related, but one is save failure and the other is dequantized load/offload failure." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are not the same bug." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are unrelated utility bugs." + "reason": "Different model internals: config rms_norm_eps precision issue vs torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and a 10x slowdown after upgrade are not the same underlying issue." + "reason": "Processor save-pretrained file omission and a data-filtering performance regression are not the same bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo hygiene issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir()." + "reason": "Both are repo hygiene/CI issues, but they affect different generated files and different invariants." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained failures involve different loading/saving paths." + "reason": "Processor saving missing files and Gemma4 zero3 from_pretrained are distinct load/save paths." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend installation metadata and Python 3.9/3.10 compatibility are unrelated packaging problems." + "reason": "Packaging/install dependency issue and Python version compatibility issue are different release problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they concern different models/tokenizers and different incorrect outputs." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Documentation mismatch for return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." + "reason": "Docs mismatch for return_all_scores and a SigLIP2 inference correctness bug are not duplicates." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are different components and failure modes." + "reason": "Both mention attention, but they are different implementations and failures: FlashAttention compatibility vs compiled flex_attention on newer torch." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 broken workflow report are not the same bug." + "reason": "Generation cache handling and CLIPVisionModel hidden_states output are separate API regressions." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "FlashAttention model failure and compiled flex_attention torch>=2.9 incompatibility are distinct attention-stack issues." + "reason": "Tokenizer loading regression and ESM2 breakage are unrelated model-level issues." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Missing TensorFlow backend from extras and torch/transformers version incompatibility are different packaging/runtime problems." + "reason": "TensorFlow backend installation bug and torch/transformers version incompatibility are different setup problems." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Generation cache missing in v5 chunked prefill and CLIPVisionModel hidden_states regression are unrelated model-specific bugs." + "reason": "A docs inconsistency and intermittent import slowness are unrelated." } ] }, @@ -11997,8 +12039,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -12012,12 +12054,12 @@ "issue:43525", "issue:43526", "issue:43531", + "issue:43540", "issue:43550", "issue:43643", "issue:43784", "issue:43824", "issue:43881", - "issue:43901", "issue:43976", "issue:44016", "issue:44188", @@ -12048,17 +12090,17 @@ "issue:46424", "issue:46506", "issue:46614", + "issue:46655", "issue:46665" ], "soft_pairs": [ - "issue:43901|issue:44246", "issue:46291|issue:46399", "issue:44016|issue:45823", "issue:43525|issue:43881", "issue:43824|issue:43976", "issue:43525|issue:43643", - "issue:44589|issue:45362", "issue:44188|issue:44336", + "issue:44589|issue:45362", "issue:44297|issue:45397", "issue:44336|issue:44373", "issue:43784|issue:45542", @@ -12066,217 +12108,224 @@ "issue:44246|issue:44496", "issue:46614|issue:46665", "issue:45561|issue:45563", - "issue:45103|issue:46399", "issue:44242|issue:45593", + "issue:45103|issue:46399", "issue:42491|issue:43299", - "issue:44295|issue:45397", "issue:43526|issue:45003", + "issue:44295|issue:45397", "issue:43531|issue:45362", "issue:44246|issue:44871", "issue:44336|issue:44485", - "issue:43550|issue:46506", "issue:42886|issue:46132", + "issue:43550|issue:46506", "issue:44336|issue:46424", "issue:41950|issue:44220", + "issue:43540|issue:46655", "issue:36246|issue:42757", "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "a07c6c4307f89afa1c83e6da20f9174780e6e453f2616a46cb0670c485df4881", + "prepared_review_unit_hash": "96716d691d3e4d714620abc84eaa7026b9357a8bb397c79d5bfae413a016a485", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35729, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated import errors, model-loading regressions, docs problems, or performance/behavior bugs. No soft pair is a safe duplicate. The best representative issue is the Qwen2.5-VL import/export regression.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43824 is the clearest and most concrete user-facing import regression, with stronger signal than the other heterogeneous issues.", + "summary": "This cluster is mostly a mixed bag of Transformers import/export regressions and model-specific loading bugs, but the individual issues do not appear to be duplicates of one another. The soft links are generally only surface-similar, not the same underlying defect.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43824 is the most central top-level import regression in the set: it targets a public Transformers export, has strong discussion activity, and is representative of the broader import/load failures without being too niche.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the most directly actionable reproduction and the strongest external impact among the issues here.", + "best_issue_reason": "issue:43824 is the best anchor for this cluster because it is a high-visibility public API import failure and is closest to the recurring theme of broken model/component exports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Docs mismatch vs intermittent import-time slowdown; different problems." - }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is a pipeline import failure and the other is a Qwen3.5 registration crash." + "reason": "Both are import/registration failures, but one is about `transformers.pipelines` and kernels version metadata while the other is a Qwen3.5 kernel decorator crash; different code paths and fixes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device placement mismatch." + "reason": "Notebook syntax error in docs vs Gemma4 device mismatch during forward; unrelated failures." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model families and different loading failures." + "reason": "Different model-loading bugs: `Llama4Config.pad_token_id` missing versus a `glm-4v-9b` load failure." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Specific missing export vs Python version compatibility breakage." + "reason": "Qwen2.5-VL import/export regression versus a Python-version compatibility issue for Transformers 5.1.0; not the same bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Pad token attribute error vs missing config fields from trust_remote_code." + "reason": "A missing config field in Llama4 is not the same as `trust_remote_code=True` dropping fields from `AutoConfig`." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Unrelated storage-object type error vs Qwen chat crash." + "reason": "Attention kernel divergence on `torch.compile` versus ANSI codes in `loading_report`; unrelated subsystems." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "torch.compile kernel divergence vs ANSI output formatting bug." + "reason": "Float8 storage object lookup failure versus Qwen3.5 chat crash; different symptoms and code paths." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs ZeRO/from_pretrained failure." + "reason": "Tokenizer config mismatch on save versus Gemma-4 Zero3 `from_pretrained` failure; not the same defect." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI leakage vs wrong docstring." + "reason": "Terminal ANSI escape output issue versus a docstring mismatch; no shared underlying bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different undefined-backend/import issues in different libraries." + "reason": "`nn` import NameError in sentence-transformers integration versus backend detection error when only tensorboard is installed." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing import symbol vs Python-version support issue." + "reason": "Missing `AutoImageProcessor` export and a Python-version support issue are both import-related, but they are separate problems." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance complaint vs unrecognized model config." + "reason": "Load-balancing loss handling in MoE versus an unrecognized model/config error; different failure modes." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state vs from_pretrained class behavior." + "reason": "Stale phonemizer language state versus inconsistent `from_pretrained` behavior inside Python classes; unrelated logic." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Parallel test file race vs stale generation warning." + "reason": "Pytest-xdist file write race versus a stale paging warning; different issues." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Docstring helper crash vs missing decorator registration bug." + "reason": "Router-logits loss omission and D-FINE auxiliary-loss omission are both loss-related, but they affect different models and code paths." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Different missing-loss conditions in different models/features." + "reason": "Auto-docstring annotation parsing crash versus Qwen3.5 kernel registration crash; different components." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Related Qwen MoE area, but distinct incompatibility/loading failures." + "reason": "Both mention Qwen3-MoE family models, but one is a LoRA compatibility mismatch across hf4.x/hf5.x while the other is a main-branch loading breakage; not clearly the same bug." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Buffer access bug vs ZeRO/from_pretrained issue." + "reason": "`reduce_labels` returning one label and unsafe `sys.modules` access are unrelated implementation bugs." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "BeitImageProcessor label reduction bug vs unsafe sys.modules access." + "reason": "Position IDs buffer read error versus Gemma-4 Zero3 loading failure; separate issues." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window bug vs chat runtime crash." + "reason": "Qwen3-MoE sliding-window issue versus Qwen3.5 chat crash; same family, but not the same concrete bug." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown vs Gemma eos_token_id inconsistency." + "reason": "MoE load-balancing loss omission versus Gemma-3 eos token configuration inconsistency; unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code emission vs GLM-5 RoPE implementation discussion." + "reason": "ANSI code emission in loading reports versus GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading failure versus `AttentionInterface.register` behavior change; different areas." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different model/runtime divergences in unrelated code paths." + "reason": "Bamba torch.compile SDPA failure versus CPU/CUDA result divergence in PPDocLayoutV3; not the same bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Offline cache loading bug vs AttentionInterface behavior change." + "reason": "ANSI escape output problem versus cache-length config behavior; unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline choosing image processors vs audio feature extraction bug." + "reason": "Video-classification pipeline using image processors versus `_torch_extract_fbank_features()`; different pipelines and failures." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are different models and different bugs: Qwen3OmniMoe video input handling versus SmolVLM padding calculation." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages." + "reason": "Qwen2.5-VL image processor import error versus missing `is_offline_mode` from huggingface_hub; same symptom class, different dependency and fix." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols; same broad symptom but not the same bug." + "reason": "Both are import errors, but they concern different missing symbols (`Qwen2_5_VLImageProcessor` vs `HybridCache`) and likely separate export regressions." } ] }, @@ -12295,8 +12344,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -12305,7 +12354,6 @@ "issue:43262", "issue:43352", "issue:43475", - "issue:43540", "issue:43596", "issue:43673", "issue:43901", @@ -12326,6 +12374,7 @@ "issue:44857", "issue:44877", "issue:44987", + "issue:44995", "issue:45003", "issue:45137", "issue:45200", @@ -12350,238 +12399,238 @@ "issue:46655" ], "soft_pairs": [ - "issue:43540|issue:46655", "issue:44779|issue:45292", "issue:45859|issue:46399", - "issue:44734|issue:46424", "issue:45003|issue:45561", "issue:43901|issue:45003", "issue:44479|issue:46655", + "issue:44734|issue:46424", "issue:43257|issue:45137", "issue:44242|issue:44857", - "issue:44496|issue:45003", "issue:43475|issue:46369", + "issue:44496|issue:45003", "issue:43673|issue:44561", "issue:44295|issue:44749", "issue:44162|issue:45200", "issue:43262|issue:44246", "issue:45375|issue:45759", - "issue:36246|issue:43596", "issue:44877|issue:45375", + "issue:36246|issue:43596", "issue:45292|issue:45584", "issue:45137|issue:45600", - "issue:45292|issue:45701", "issue:44561|issue:46399", + "issue:45292|issue:45701", "issue:44038|issue:46506", "issue:44466|issue:45335", - "issue:44987|issue:45459", "issue:45412|issue:46123", + "issue:44987|issue:45459", "issue:43352|issue:45250", "issue:44479|issue:46170", - "issue:44060|issue:44077" + "issue:44060|issue:44077", + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "3a053d07e4676a08851da581de4bf501ff76314c73f7e1e23662c1b2f87521ad", + "prepared_review_unit_hash": "56610eadaeb08f59984e9605e63f92e33ba9687407797ad6e54dbe61f77cc69a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36471, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad keywords (video, cache, Qwen, DeepSpeed, Flash Attention) but describe different code paths, models, or symptoms. I do not see any true duplicate pair here.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "These items are mostly unrelated one-off issues; the soft pairs share broad subsystems or model families but not the same concrete bug. I would not collapse any of the proposed pairs into duplicates, and there is no clear canonical issue/PR for this set.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue stands out as the canonical duplicate target because the set spans many unrelated regressions and model-specific bugs.", + "canonical_pr_reason": "No pull requests are present in the candidate set.", + "best_issue_reason": "No issue is a strong global representative; the topics are too heterogeneous to justify a single best issue beyond being the most general/visible in its own thread.", + "best_pr_reason": "No pull requests are present in the candidate set.", "soft_edge_verdicts": [ - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a SmolVLM padding bug; different models and likely different fixes." - }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regressions and resize_token_embeddings/output_embeddings mismatch are unrelated behaviors." + "reason": "Both mention token embeddings/version regressions, but one is DeepSeek tokenizer output changes and the other is resize_token_embeddings not updating output embeddings; different code paths and failures." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU offload compatibility in rotary embedding and the other is a missing decorator causing kernel registration failure." - }, - { - "left": "issue:44734", - "right": "issue:46424", - "accept": false, - "reason": "KV-cache continuation crash and max_cache_length handling for quantized cache are separate cache issues." + "reason": "Both involve Qwen3.5/moe and rotary-related behavior, but one is CPU offload incompatibility in a text rotary embedding forward path while the other is a missing decorator causing a kernel registration crash." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils and xdist race on captured_info.txt are unrelated." + "reason": "Both touch import/internal utilities, but one reports unsafe sys.modules access in modeling_utils and the other is a pytest-xdist race in testing utilities; different bugs and fixes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "A docs mismatch for TextClassificationPipeline is not the same bug as unsafe sys.modules access." + "reason": "The first is a pipeline docs/behavior mismatch, while the second is a modeling_utils import-safety issue; no shared underlying defect." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video regressions, but they affect different model families and different failures." + "reason": "Both are video/multimodal regressions, but one is a broad v5.3.0 input regression across Qwen video models and the other is a SmolVLM padding-calculation bug in the video processor." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to cache max length handling for quantized cache; same general caching theme but different code paths." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion during loading and the other is a ZeRO3 deque IndexError." + "reason": "One is a Qwen3 MOE weight-conversion issue with accelerate+deepspeed, the other is a DeepSpeed ZeRO3 deque underflow; both involve DeepSpeed but not the same failure." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load balancing loss gating and an AMP/CUDA crash in LwDetrImageLoss are different bugs." + "reason": "Load-balancing loss omission in MoE routing is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Unrecognized model config and sys.modules access are unrelated." + "reason": "SAM 3 video attribute access failure and SAM3 LiteText memory overflow are different bugs in different execution paths." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "SAM3 vision encoder missing an attribute and SAM3 lite text memory overflow are distinct failure modes." + "reason": "Unrecognized model/config loading failure is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + "reason": "Chunked prefill cache handling and removal of is_torch_fx_available causing trust_remote_code breakage are unrelated regressions." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and a cross-version tokenization slowdown are not the same bug." + "reason": "One is a buffer registration/position_ids access error; the other is a performance regression during filtering after a version upgrade." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and slow import are unrelated." + "reason": "Audio apply_chat_template sampling-rate defaulting is unrelated to slow import / captured-info style behavior." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field silently dropped by strict and AutoModelForCausalLM text_config unwrapping are different multimodal config problems." + "reason": "One is strict config dropping a Qwen3_5MoeVisionConfig field; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "An import error for Qwen2.5-VL image processor and a ZeRO3/BertModel index error are unrelated." + "reason": "Both are config-loading issues, but one is strict config rejecting granite_speech while the other is a missing field being silently dropped for Qwen3_5MoeVisionConfig." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Strict granite_speech config loading and Qwen3.5 Moe vision config field handling are separate config issues." + "reason": "An ImportError for Qwen2_5_VLImageProcessor is unrelated to a DeepSpeed ZeRO3 BertModel IndexError." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior and Whisper empty transcription generation are different code paths." + "reason": "resize_token_embeddings output_embeddings inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque failure and stale auto_mappings CI references are unrelated." + "reason": "Both are CI/runtime failures, but one is a ZeRO3 deque issue and the other is stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Embedding resize behavior and tokenizer-version changes are not the same defect." + "reason": "A missing utility removed in v5 breaking trust_remote_code models is not the same as a Qwen3.5 kernel registration/decorator crash." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "trust_remote_code breakage from a removed helper and Qwen3.5 rotary-kernel registration failure are unrelated." + "reason": "resize_token_embeddings affecting output embeddings is a model weight-update bug, while tokenization changes across versions are a tokenizer behavior regression." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are separate model-specific bugs." + "reason": "Qwen5/Qwen3-VL-Moe-related bug and CPU-vs-CUDA output divergence in PPDocLayoutV3 are different multimodal model issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch tied/embedded weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both mention resize_token_embeddings, but one is a generic tied-weight serialization inconsistency and the other is specifically t5gemma decoder.embed_tokens not updating." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Loading physical-intelligence/fast and hidden tokenizer decode errors due to missing protobuf are unrelated." + "reason": "RT-DETR memory retention after deletion is unrelated to MaskGenerationPipeline dropping partial-batch results." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and hiding tokenizer errors when protobuf is absent are separate failure modes." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a generic Flash Attention 2.0 issue." + "reason": "NemotronHForCausalLM not supporting Flash Attention 2.0 is specific to a model/backend support gap, not the generic 'Flash Attention 2.0' issue title." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regressions and Windows/ROCm torch.distributed import errors are unrelated." + "reason": "The first is a multimodal video regression; the second is a Windows/ROCm import error due to torch.distributed dependency." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are unrelated." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated configuration/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass in GlmMoeDsa is unrelated to Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." } ] }, @@ -12600,8 +12649,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -12617,6 +12666,7 @@ "issue:43646", "issue:43653", "issue:43673", + "issue:43701", "issue:43906", "issue:43931", "issue:44162", @@ -12632,10 +12682,8 @@ "issue:44877", "issue:44977", "issue:44995", - "issue:45200", "issue:45229", "issue:45230", - "issue:45310", "issue:45356", "issue:45375", "issue:45397", @@ -12656,10 +12704,9 @@ ], "soft_pairs": [ "issue:44368|issue:44977", - "issue:44995|issue:45200", - "issue:45397|issue:45656", "issue:43653|issue:44162", "issue:43475|issue:43540", + "issue:45397|issue:45656", "issue:42886|issue:45229", "issue:44877|issue:46170", "issue:44995|issue:45588", @@ -12669,245 +12716,239 @@ "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:45685|issue:46431", - "issue:44483|issue:46202", "issue:45987|issue:46082", + "issue:44483|issue:46202", "issue:45584|issue:46170", "issue:44188|issue:46421", "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44749|issue:45656", + "issue:43701|issue:44749", "issue:44623|issue:45656", - "issue:44749|issue:45310", "issue:43646|issue:44162", "issue:44871|issue:46132", "issue:43232|issue:43673", "issue:42994|issue:43482", - "issue:45230|issue:45397", "issue:44869|issue:45356", - "issue:45375|issue:45478", - "issue:43475|issue:43643" + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478" ], - "prepared_review_unit_hash": "baec19de04e21490adacfef6a25f72ea332124119953b10f032f7394b3430d09", + "prepared_review_unit_hash": "9fd0382ab0cd65761e0b3bce7bad290b3ae3832851234034ce7487995966b13c", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37218, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of Transformers-related bug reports; the soft pairs are mostly related only at the subsystem or release level, not the same concrete bug. I found no safe duplicates among the provided soft edges.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43646 is the broadest upstream regression report in the set and the best representative umbrella for the surrounding Transformers 5.x breakage reports, even though it is not an exact duplicate of them.", + "summary": "The cluster is highly heterogeneous: most soft edges connect issues that share a broad subsystem or version context but not the same concrete failure mode. I would reject all proposed duplicate links and keep the cluster split.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45375 is the most specific root-cause-style report in the set: it names the exact missing field, the strict-deserialization behavior, and a concrete affected config family.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most general issue here and the best single representative for the cluster because it covers broad custom-model initialization regressions rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45375 is the best anchor for this cluster because it is precise, actionable, and points to a likely underlying config-loading regression rather than a downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Different problems: a warning about tie_word_embeddings on Qwen3.5 LoRA vs a flash-attention generation failure." - }, - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "Both touch model behavior, but one is a stale indexer cache crash and the other is a Gemma token-type defaulting issue." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 ZeRO3 loading vs deepspeed optimizer stepping twice are unrelated code paths and failures." + "reason": "Both mention Qwen3.5, but one is a warning/tie-weights config issue and the other is a flash-attention generation failure; different bugs." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration and ESM2 breakage are different model/tokenizer issues." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated model/tokenizer failures." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "A missing SAM3 vision encoder attribute is not the same as a Qwen3OmniMoe video-input validation error." + "reason": "Sam3 vision-encoder missing attribute and Qwen3Omni video-processing ValueError are different code paths and model families." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step under deepspeed are separate training/runtime bugs." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are clearly different bugs." + "reason": "Offline cache loading for a tokenizer and multi-GPU CUDA OOM are unrelated failures." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and a Windows/ROCm torch.distributed import problem are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm torch.distributed import problem." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward pass is not the same as flash_attention crashing on s_aux=None." + "reason": "A stale indexer cache crash on second forward pass is not the same as the flash_attention s_aux=None AttributeError." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tie_word_embeddings warning is unrelated to a stale num_return_sequences warning in paged generate." + "reason": "These are both warnings in generation-related flows, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is a model-type mismatch warning." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as Gemma pipeline roundtrip failure on \u2581." + "reason": "An isolated reproduction of an old issue and a Gemma pipeline roundtrip failure on \u2581 are not the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are different failures." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-embeddings warning are unrelated loading/config problems." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile branching causing attention kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma pipeline roundtrip token issue." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support on Int and missing chat template errors are unrelated." + "reason": "MPS histogram on Int and missing chat template are different errors in different subsystems." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "A v5.3 chat/completions request rejection is not the same as a Gemma pipeline roundtrip tokenizer bug." + "reason": "StaticCache returning a tensor instead of int and LlamaConfig head_dim validation are distinct API/validation issues." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "StaticCache seq_length returning a tensor and LlamaConfig head_dim validation are different API/validation issues." + "reason": "A chat-completions API rejection is unrelated to the Gemma \u2581 roundtrip tokenizer bug." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription decoding and Windows ROCm import failures do not share a code path." + "reason": "Whisper empty-transcription handling and Windows/ROCm distributed import failure are different problems." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention caching, but one is attention-kernel divergence under torch.compile and the other is lazy cache init causing recompilation." + "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization recompilation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "SAM3 decoder details and MaskGenerationPipeline dropping final partial batches do not share the same failure mode." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained regressions, but one is tokenizer config metadata and the other is processor file emission." + "reason": "Tokenizer.save_pretrained class metadata mismatch and processor.save_pretrained missing files are related only at a very broad serialization level." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a dataset filtering slowdown are unrelated bugs." + "reason": "MLukeTokenizer AttributeError and a 10x slowdown after upgrade are unrelated tokenization/performance issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A preprocessing performance regression and a deepspeed optimizer-step bug are not the same change." + "reason": "A data-filtering slowdown and a deepspeed double-step bug are not the same underlying change." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Processor.save_pretrained missing files and duplicated optimizer steps are completely different issues." + "reason": "Checkpoint resume key mismatch and a preprocessing slowdown do not match." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "Processor save_pretrained file emission and double optimizer stepping are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad regressions, but one is custom model initialization and the other is an ESM2-specific breakage." + "reason": "Custom model initialization breakage in Transformers 5 and ESM2 breakage are different model-loading regressions." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id configuration mismatch and AttentionInterface.register behavior changes are different concerns." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation/cache, but one is sync_gpus update kwargs and the other is chunked_prefill cache availability." + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked prefill are different generation internals." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different lifecycle operations." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "A placeholder bug report is not a duplicate of a specific Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading bugs." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding on a trailing replacement character and Kimi-K2.5 tokenizer codec handling are related only at the tokenizer level, not the same bug." + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Same model family and loading context, but one is a missing config field dropped by @strict and the other is a generic from_pretrained failure; not the same concrete bug." + "reason": "Generic bug report and Gemma-4 ZeRO3 from_pretrained failure are not the same artifact." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing Sam3VisionEncoderOutput attribute and missing fields in AutoConfig with trust_remote_code are unrelated." + "reason": "A Sam3 vision encoder output attribute error and missing fields from AutoConfig with trust_remote_code are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a specific missing config field and the other is a broad from_pretrained error; not enough evidence they are the same bug." } ] }, @@ -12926,8 +12967,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -12935,6 +12976,7 @@ "issue:30333", "issue:30990", "issue:33290", + "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -12980,28 +13022,28 @@ "issue:46399" ], "soft_pairs": [ - "issue:44038|issue:44623", "issue:28282|issue:30990", + "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:45310|issue:45375", - "issue:42994|issue:43525", "issue:43475|issue:45381", "issue:44964|issue:45137", + "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:43784|issue:46399", "issue:45406|issue:46202", "issue:43873|issue:44945", "issue:43232|issue:44188", - "issue:41628|issue:44351", "issue:44945|issue:45753", + "issue:41628|issue:44351", "issue:45081|issue:45103", "issue:42673|issue:43704", - "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:44222|issue:45310", - "issue:42831|issue:44222", + "issue:42994|issue:43824", "issue:36010|issue:41628", + "issue:42831|issue:44222", "issue:43278|issue:45137", "issue:43232|issue:44792", "issue:42175|issue:44933", @@ -13010,231 +13052,238 @@ "issue:45561|issue:45600", "issue:43976|issue:44933", "issue:30333|issue:33290", - "issue:42175|issue:45712" + "issue:42175|issue:45712", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "393e3dd196235966ccc7591282c14855b8d79f1dfcaff5bfcace92cff54fef99", + "prepared_review_unit_hash": "e590191e974862c4c396ae0e42bbf2a9705e4c136701843e70f4061c241da6bc", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36242, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports (42673/43704). I corrected the canonical issue wording to avoid claiming it is open when the packet shows it is closed.", - "confidence": 0.95, - "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier, more detailed report for the same Qwen3ForCausalLM VRAM leak, and issue:43704 is an exact duplicate with the same title.", + "summary": "This cluster is mostly a loose mix of Transformers regression reports, especially import/API breakages and model-specific bugs, but only one soft pair looks like a true duplicate. Most other pairs share a broad subsystem or wording pattern without the same underlying code-path failure.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44933 is the broadest representative of the import-regression subset and sits near several other import-related soft matches (41628, 44351, 36010, 43976), so it is the best canonical anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the clearest duplicate anchor for the one confirmed same-bug pair and has the richer discussion trail.", + "best_issue_reason": "issue:42673 is the clearest actionable issue because it has an essentially identical duplicate (43704) with the same VRAM-leak behavior and title, making it the best single issue to keep.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe load/model compatibility vs missing files from processor.save_pretrained()." + "reason": "Missing PyTorch dependency error vs a sentence-transformers loading hang; different failures and code paths." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Different failure modes: missing PyTorch backend import vs Sentence Transformers hanging while loading." + "reason": "Qwen3-VL-Moe model bug vs processor.save_pretrained missing files; unrelated symptoms." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols in different modules." + "reason": "Both are import regressions, but they involve different symbols/modules and likely different fixes." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated issues: TF32 API guidance vs old InternVL2 checkpoints failing under v5 meta initialization." + "reason": "TF32 API guidance vs old InternVL2 meta-init incompatibility; not the same bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related model family, but not the same concrete bug or fix set." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Different problems: quantized model saving failure vs missing pad_token_id on Llama4Config." + "reason": "Different Qwen3.5 issues: one is a from_pretrained error, the other is a missing config field silently dropped." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and code paths: SAM 3 vision output attribute vs qwen2.5-vl video position IDs." + "reason": "Different vision/video bugs in different models and code paths." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different subsystems: Phi-4 multimodal loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading failure vs DeepSpeed ZeRO3 deque IndexError; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure vs missing pad_token_id on Llama4Config; different underlying problems." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but the bugs are different concrete code paths." + "reason": "Tokenizer loading failure vs continue_final_message behavior for mistral_common tokenizers; not the same issue." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Different issues: sentence-transformers import NameError vs Qwen3.5 kernel registration crash." + "reason": "Importing sentence-transformers breaks on nn vs a Qwen3.5 kernel registration crash; unrelated." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Different Gemma issues: missing _tokenizer on processor vs a pipeline roundtrip tokenization mismatch." + "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip failure on \u2581; different bugs." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different behaviors: quantization/offloading not working as expected vs incorrect output under pipeline parallelism." + "reason": "Quantization/offloading behavior vs pipeline parallelism output corruption; different code paths." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation/attention bugs with no shared concrete fix path." + "reason": "Generation kwargs update bug vs attention-kernel divergence under torch.compile; not the same defect." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Different import errors in different APIs: AutoImageProcessor vs HybridCache." + "reason": "Pipeline parallelism output bug vs Qwen3_5 image infinite loop; different symptoms and models." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Different symptoms and code paths: pipeline parallelism output bug vs Qwen3_5 image infinite loop." + "reason": "Both are import-name errors, but they are for different exported classes and likely separate namespace regressions." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Completely different crashes: Mistral regex patching vs auto_docstring with postponed annotations." + "reason": "Tokenizer regex patch crash vs auto_docstring annotation parsing crash; unrelated." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same underlying bug and identical title: Qwen3ForCausalLM VRAM leak across multiple dataloader threads." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Different issues: quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Same title, same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads; these are clear duplicates." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad model family, but not the same concrete bug or fixable change set." + "reason": "Both mention Qwen MoE, but they are different model/version failures and not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different bugs: FP8 save_pretrained/moe vs Qwen3.5 from_pretrained loading error." + "reason": "FP8 save_pretrained failure vs Qwen3.5 from_pretrained error; different issues." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Different FP8-related issues: accuracy degradation vs save_pretrained failure." + "reason": "Quantized model saving vs missing Qwen2_5_VL import; unrelated." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and code paths." + "reason": "Different missing imports from different APIs; same broad v5 breakage, but not one bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue vs FP8 save_pretrained failure; related theme but different defect." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Different problems: dtype change in eval vs DeepSpeed ZeRO3 deque pop error." + "reason": "dtype drift in embedding layers vs DeepSpeed deque IndexError; unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different code paths: generation kwargs update after sync_gpus vs a janus image-generation test failure." + "reason": "Generation sync_gpus bug vs janus image-generation test failure; different failures." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Different bugs: dependency/backend packaging vs a nonexistent image_utils import." + "reason": "Packaging/backend extra issue vs missing import from image_utils; not the same bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model config loading failure vs pytest-xdist race in testing utils." + "reason": "Unrecognized model/config issue vs xdist race on captured_info.txt; unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Different issues: legacy BEiT preset loading vs xdist captured_info.txt race." + "reason": "Legacy config field issue vs xdist test-file race; different problems." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Different CI/test problems: xdist race vs stale auto_mappings references." + "reason": "Pytest-xdist file race vs stale auto_mappings references; unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Different bugs: Python version compatibility vs missing import from image_utils." + "reason": "Python-version compatibility regression vs missing import from image_utils; different concrete failures." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Different failures: MLflow reporting after training-job failure vs OOM with Adafactor in DeepSpeed." + "reason": "MLflow reporting after failure vs OOM in deepspeed adafactor; unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Related packaging area, but different concrete bugs and fixes." + "reason": "Backend extra packaging problem vs leftover dummy classes leaking into dir(transformers); different issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang for sentence-transformers vs embedding reinitialization during post_init; unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the canonical_issue_reason overstates the packet by calling issue:42673 the 'original/open report' even though the packet shows it is closed. The rest is mostly conservative, and the 42673/43704 duplicate call looks grounded, but the state claim is factually incorrect." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 42673/43704, is well supported by the identical titles and matching VRAM-leak description. The remaining pair rejections are cautious and do not overclaim duplicate status from broad thematic similarity alone. The canonical anchor choice is somewhat judgment-based, but it is still defensible from the import-related soft matches shown." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13247,8 +13296,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -13256,7 +13305,6 @@ "issue:27957", "issue:28282", "issue:30333", - "issue:30990", "issue:34689", "issue:35141", "issue:36331", @@ -13280,6 +13328,7 @@ "issue:44242", "issue:44295", "issue:44297", + "issue:44448", "issue:44568", "issue:44623", "issue:44734", @@ -13298,11 +13347,11 @@ "issue:45812", "issue:46077", "issue:46123", + "issue:46132", "issue:46231" ], "soft_pairs": [ "issue:46077|issue:46123", - "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:43377|issue:44242", "issue:44623|issue:45310", @@ -13310,250 +13359,251 @@ "issue:42222|issue:45200", "issue:44016|issue:46231", "issue:42898|issue:45812", - "issue:43874|issue:45092", "issue:43723|issue:44568", + "issue:43874|issue:45092", "issue:43479|issue:44079", "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:42898|issue:45356", "issue:44295|issue:45656", - "issue:27957|issue:30333", "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:45405|issue:45712", "issue:30333|issue:34689", "issue:44060|issue:45125", - "issue:45405|issue:45712", "issue:44075|issue:46231", "issue:43116|issue:44190", "issue:44222|issue:44297", "issue:44933|issue:45712", "issue:30333|issue:36331", "issue:30333|issue:35141", - "issue:44297|issue:45656", "issue:22355|issue:28282", + "issue:44297|issue:45656", "issue:42831|issue:44623", + "issue:44448|issue:46132", "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "e5f61587f3cdb5d5b123b6d67626d8b519fa8f47d68fe8e699c9dfbd9c688291", + "prepared_review_unit_hash": "ffd4f362aa6c4a4a6cd6b969eb6819d161e94886ab9f15793d9ecfe7c2a7f24a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36920, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 37536, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct regression reports across tokenization, model loading, training, serving, and docs, with no true duplicate pair standing out. The closest theme is tokenizer/v5 regressions, but even there the failures are model- or API-specific rather than the same bug.", - "confidence": 0.34, - "canonical_issue_reason": "issue:42898 is the broadest, most central report in the cluster: a core tokenizer behavior regression affecting v5 behavior generally, and it is the closest match to several other tokenizer-related issues.", + "summary": "This is a loose cluster of mostly unrelated issues. A few are in the same broad areas (tokenizers, multimodal models, save_pretrained, docs/examples), but none of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. Issue 42898 is the best representative because it is the broadest tokenizer/v5 regression and sits closest to several other tokenizer-related reports.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42898 is the broadest, most central tokenizer regression in the set and is the closest thematic match to several other tokenizer-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single issue to anchor this cluster because it is a cross-cutting library regression rather than a niche model-specific or example-script-only problem.", + "best_issue_reason": "issue:42898 is the best cluster representative because it describes a generic v5 tokenizer behavior regression rather than a model-specific or one-off failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different bugs: Gemma4 attention-mask construction vs. a pipeline batching/last-chunk flag issue." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Unrelated failure modes: a loading stall vs. embedding reinitialization after resize." + "reason": "Both are generation-related, but one is a Gemma4 attention-mask bug and the other is a pipeline batching bug; different code paths." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models/APIs and distinct code paths (`clean_up_tokenization_spaces` vs `add_special_tokens`)." + "reason": "Both involve tokenizers in v5, but one is clean-up spacing behavior and the other is add_special_tokens/BOS-EOS handling; not the same bug." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different components: MIMI padding-mask behavior vs. MoE load-balancing loss calculation." + "reason": "MIMI padding-mask mismatch and MoE load-balancing loss omission are unrelated training/inference behaviors." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different save/load problems: missing processor files vs. Qwen3.5 MoE `from_pretrained` failure." + "reason": "Processor save_pretrained file emission and Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different model classes and failure modes: config initialization vs. Whisper timestamp decode crash." + "reason": "Default config initialization and Whisper timestamp decode crash affect different subsystems." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model families and bugs: broken VitPose models vs. Gemma 4 token-type defaults." + "reason": "VitPose breakage and Gemma4 mm_token_type_ids defaults are unrelated model-specific bugs." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error is not the same as a docs parameter-name mismatch." + "reason": "Notebook syntax error and docs parameter-name mismatch are both docs/examples, but not the same defect." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer regressions, but one is a global cleanup behavior change and the other is wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but one is spacing cleanup and the other is Granite token ID generation; distinct code paths." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Different areas: missing image-processor method vs. remote-code/meta-init incompatibility." + "reason": "AutoTokenizer loading failure and add_special_tokens behavior regression are different tokenizer problems." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Separate tokenizer issues with different symptoms: tokenizer loading vs. special-token insertion." + "reason": "Missing image patch count method and remote-code meta-init incompatibility are separate multimodal issues." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config-default construction and `ModelOutput` key handling are unrelated code paths." + "reason": "Config defaulting and ModelOutput key assignment are unrelated internals." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different underlying tokenization logic." + "reason": "Both are v5 tokenizer regressions, but they concern different models and different failure modes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors: one is a missing symbol in sentence-transformers integration, the other is a missing Qwen2.5-VL export." + "reason": "One is a sentence-transformers import NameError, the other a missing Qwen2.5-VL class import; unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are unrelated." + "reason": "KV-cache indexing crash and auto_docstring annotation handling are unrelated bugs." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer regressions, but the Kimi issue is codec/regex-specific and not the same bug as `clean_up_tokenization_spaces` behavior." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer logic." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems: buffer access on `position_ids` vs. optimizer stepping under DeepSpeed." + "reason": "Position_ids buffer access and deepspeed double optimizer step are unrelated runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer spacing behavior and processor.tokenizer/image passing regression are different API breakages." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Unrelated issues: Flash Attention 2 support for XLM-Roberta vs. MLflow reporting after failed training jobs." + "reason": "Flash Attention 2 on XLMRoberta and MLFlow job-reporting failure are unrelated." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer cleanup behavior and processor/tokenizer access regressions are different problems." + "reason": "A version-pin problem and leftover dummy classes in dummy_pt_objects are unrelated maintenance issues." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-tracking behavior is unrelated to model-loading breakage for Llama 3.2 Vision." + "reason": "MLFlow reporting and Llama 3.2 vision model-loading regression are unrelated." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen-related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "A dependency-version bump and leftover dummy classes are unrelated maintenance issues." + "reason": "Both are Qwen-related, but one is a warning/tied-weights bug and the other is missing tensor-parallel plan support." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer arguments not being used is not the same as a documentation typo." + "reason": "Optimizer arguments not used is unrelated to a docs parameter-name mismatch." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: empty multi-label results vs. local dataset loading." + "reason": "Two example-script failures, but one is multi-label classification output and the other is local dataset loading." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save-pretrained bugs affecting different object types: FP8 MoE vs. tokenizer metadata." + "reason": "MoE FP8 save_pretrained and tokenizer.save_pretrained class metadata are different serialization bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import exposure problems in `image_utils` and dummy class cleanup are not the same bug." + "reason": "Image-utils import exposure and dummy_pt_objects cleanup are both packaging-related, but not the same issue." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow callback/reporting and trainer loss-signature compatibility are different training issues." + "reason": "MLFlow reporting and custom trainer loss-signature incompatibility are unrelated training workflow bugs." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job reporting and embedding reinitialization are unrelated." + "reason": "MLFlow reporting and embedding reinitialization after resize are different problems." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Tokenizer save metadata mismatch and duplicate optimizer stepping are unrelated." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors, but they arise from different missing components." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both are import errors, but one is a missing `transformers.onnx` module and the other is a missing PyTorch dependency check." + "reason": "Tokenizer save metadata mismatch and double optimizer step under deepspeed are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "An FP8 accuracy regression and missing processor files are different problem types." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different concerns." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are both behavioral, but not the same code-path problem." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file persistence." + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file generation; different artifacts and fixes." } ] }, @@ -13572,8 +13622,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -13583,6 +13633,7 @@ "issue:42757", "issue:42796", "issue:42831", + "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -13599,7 +13650,6 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44448", "issue:44484", "issue:44485", "issue:44623", @@ -13614,6 +13664,7 @@ "issue:45357", "issue:45381", "issue:45834", + "issue:46050", "issue:46082", "issue:46132", "issue:46209", @@ -13626,253 +13677,259 @@ "issue:46665" ], "soft_pairs": [ - "issue:44448|issue:46132", - "issue:43479|issue:43644", "issue:42796|issue:43723", + "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:43479|issue:46665", "issue:41628|issue:42757", "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:44373|issue:44485", - "issue:44263|issue:45092", "issue:43723|issue:44977", + "issue:44263|issue:45092", "issue:43122|issue:46209", "issue:44222|issue:44484", "issue:43232|issue:46424", "issue:44206|issue:45103", - "issue:46209|issue:46431", "issue:44190|issue:46082", - "issue:44734|issue:46421", + "issue:46209|issue:46431", "issue:43232|issue:45834", - "issue:44295|issue:44623", + "issue:44734|issue:46421", "issue:43475|issue:46305", + "issue:44295|issue:44623", "issue:46305|issue:46655", "issue:43723|issue:44871", "issue:44263|issue:44360", "issue:45381|issue:46305", "issue:44261|issue:45092", "issue:30990|issue:38175", - "issue:43644|issue:46305", - "issue:42831|issue:45310", "issue:45092|issue:45357", "issue:44279|issue:46328", - "issue:44263|issue:44373" + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "e4eeb8bf5fe5d73a9acab4e9ea985a27da5d80aae39873509003366f29c11807", + "prepared_review_unit_hash": "00ecfbe6bbbed168d177856433259adadf2b602048b630c8de173807a825b1ae", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36407, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a grab-bag of unrelated Transformers bugs/regressions rather than one duplicate family. Based on titles alone, none of the soft pairs are safe duplicates; the closest umbrella report is the generic tokenizer-loading regression, but it is still too broad to serve as a true canonical duplicate.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43723 is the broadest generic loading-regression report in the set, so it is the best single representative if one must be chosen; however, the cluster is not actually a single duplicate thread.", + "summary": "This cluster is a heterogeneous mix of mostly unrelated Transformers regressions, import errors, tokenizer/model quirks, and model-specific bugs. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the broadest, most systemic report in the set: a Transformers 5.0.0 buffer-initialization regression. It is more central than the highly model-specific or one-off API issues elsewhere in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the most umbrella-like issue here because it covers a general v5 loading failure, but it still does not subsume the model-specific/import/config bugs in the cluster.", + "best_issue_reason": "issue:43644 is the best representative issue because it describes a core framework-level regression rather than a narrow model- or checkpoint-specific symptom, so it is the most plausible anchor for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Different code paths: generation output mismatch vs attention registration behavior." + "reason": "Both are tokenizer/loading failures, but they describe different concrete failures: one is BPE-marker handling for Ministral-3-8B-Instruct, the other is AutoTokenizer loading in v5. Not the same bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config initialization bug vs non-persistent buffer initialization bug; not the same defect." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Model-specific tokenizer BPE handling vs generic AutoTokenizer loading failure." + "reason": "One is a multimodal config default-initialization bug; the other is a framework-wide non-persistent buffer initialization regression. Related only at a very high level." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to AttentionInterface registration." + "reason": "Both concern attention/quantization internals, but one is a category-count runtime limit and the other is AttentionInterface.register behavior. Different code paths and symptoms." }, { "left": "issue:43479", "right": "issue:46665", "accept": false, - "reason": "Different from_pretrained/config construction problems with no shared code-path." + "reason": "These are unrelated multimodal initialization issues: config defaults vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import failures, but for different symbols and different dependency paths." + "reason": "Both are import errors from moved/changed symbols, but they are different symbols and different compatibility breakages, not one underlying bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 from_pretrained error; different bug." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the Qwen3.5 Moe from_pretrained error. Same family, different failure." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regression is unrelated to LlamaConfig head_dim validation." + "reason": "These are both v5/config-related, but one is type-checking breakage in PretrainedConfig and the other is a LlamaConfig validation issue about head_dim. Not the same bug." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring is not the same as a RoPE implementation bug." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code-level modeling issue." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "DSA split/indexing bug vs remote-code meta-init incompatibility; different failures." + "reason": "Both involve model loading/generation in v5, but one is tokenizer loading and the other is flash-attention generation behavior for Qwen3.5. Different path." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer loading issue vs flash-attention generation bug; not the same underlying problem." + "reason": "DSA indexer split-return behavior and InternVL2 meta-initialization incompatibility are different concrete bugs despite both touching model internals." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization regression across versions is unrelated to FP8 inference on B200." + "reason": "Tokenization-version drift and FP8 inference on B200 are completely different issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained serialization bug vs shard-size default behavior." + "reason": "FP8 save_pretrained for MoE is unrelated to the default 50GB sharding threshold question." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update bug vs cache-length configuration mismatch; related theme, different defect." + "reason": "Both mention cache/generation settings, but one is a generation update bug after sync_gpus and the other is max_cache_length being honored only for Quantized Cache." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument handling vs auto_docstring annotation crash; separate subsystems." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference failure is unrelated to missing chat template support." + "reason": "LaserFeatureExtractor center-arg crash and auto_docstring AttributeError are unrelated implementation bugs." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading script issue vs configuration validation issue." + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are not the same bug or code path." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Serve KV-cache indexing crash vs lazy cache recompilation; both cache-related but different bugs." + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs bug is not the same as Kosmos2.5 OCR long-input index error." + "reason": "Generation kwargs update/sync_gpus and Kosmos2.5 OCR long-input index errors are different failures." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Buffer read issue vs missing files on processor save; different persistence paths." + "reason": "Both involve serving/caching behavior, but one is a KV-cache continuation tensor indexing crash and the other is lazy cache initialization causing recompilation. Different symptoms and fixes." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 video attribute error vs MoonshineStreaming mask off-by-one; unrelated models and code." + "reason": "SAM 3 Video missing attribute and MoonshineStreaming sliding-window off-by-one are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after registering it as a buffer and processor.save_pretrained missing files are unrelated save/load issues." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both concern video handling, but one is a sliding-window mask bug and the other is padding calculation in a different processor." + "reason": "Both are video/streaming related, but one is a sliding-window mask off-by-one and the other is incorrect padding calculation in a different processor." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Generic tokenizer loading regression vs eos_token_id config inconsistency." + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are different issues." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem name, but torch.split return values and missing ReLU are distinct DSA-indexer bugs." + "reason": "Both mention the DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Same subsystem, not the same bug." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different models and failure modes: vision_position_ids vs sliding-window masking." + "reason": "Qwen2.5-VL video vision_position_ids and MoonshineStreaming sliding_window_mask_function are separate video-processing bugs." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon precision issue is unrelated to meta-initialization checkpoint compatibility." + "reason": "MLA q_a_layernorm eps precision issue and InternVL2 meta-init incompatibility are unrelated model-specific regressions." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and zero-probability SigLIP issue are unrelated." + "reason": "Sentence Transformers loading hang and SIGLIP2 zero-probabilities are unrelated model issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen/visual encoders, but one is old InternVL2 meta-init incompatibility and the other is incorrect visual encoder keys saved in Qwen3.5. Different bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue with transformers and a SequenceFeatureExtractor.pad performance issue are not the same underlying defect." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk initialization is not the same as MoonshineStreaming mask logic." + "reason": "Framework-wide non-persistent buffer junk initialization and MoonshineStreaming mask off-by-one are different bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy concern vs Qwen3.5 from_pretrained failure; different defect class." + "reason": "FineGrainedFP8 accuracy and Qwen3.5 Moe from_pretrained failure are distinct FP8/model-loading issues." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different models and code paths: InternVL2 meta-init vs Qwen3.5 visual-key save_pretrained regression." + "reason": "DSA indexer return values and a wrong docstring for position_ids do not describe the same bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "DSA indexing behavior and a wrong docstring are not duplicates." + "reason": "Failing to save dequantized Ministrals/Devstrals and sinq quantization broken after save/from_pretrained are different save/load quantization problems." } ] }, @@ -13891,8 +13948,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -13931,6 +13988,7 @@ "issue:44297", "issue:44373", "issue:44483", + "issue:44488", "issue:44568", "issue:44704", "issue:44829", @@ -13940,244 +13998,250 @@ "issue:45593", "issue:45753", "issue:46002", - "issue:46050", "issue:46132", "issue:46369", "issue:46402" ], "soft_pairs": [ - "issue:42907|issue:46050", "issue:44829|issue:46002", "issue:42831|issue:44038", - "issue:22355|issue:27957", "issue:44483|issue:45406", + "issue:22355|issue:27957", "issue:41628|issue:43824", "issue:43408|issue:46402", - "issue:42831|issue:45753", "issue:22355|issue:28218", - "issue:42757|issue:45278", + "issue:42831|issue:45753", "issue:39401|issue:44568", + "issue:42757|issue:45278", "issue:42886|issue:43066", "issue:27957|issue:30990", - "issue:43232|issue:45593", "issue:42886|issue:42994", + "issue:43232|issue:45593", "issue:43408|issue:46369", - "issue:44188|issue:44373", "issue:42796|issue:43122", - "issue:42371|issue:44263", - "issue:43646|issue:46002", + "issue:44188|issue:44373", "issue:43550|issue:46132", + "issue:43646|issue:46002", "issue:44261|issue:44373", + "issue:42371|issue:44263", "issue:43576|issue:43784", - "issue:44295|issue:44297", "issue:42907|issue:44945", + "issue:44295|issue:44297", "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:43976|issue:44945", - "issue:44117|issue:44704" + "issue:39401|issue:44488", + "issue:44117|issue:44704", + "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "94bfd6ba4b9b2579f68fafbf2b57b57e09a17f654bbaca6fe5b44e8e4e645b67", + "prepared_review_unit_hash": "4a1d6b8855f0c1905f36105b802479360a1241a0de9959fbda2a698d605f76a2", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35882, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "soft_pair_count": 30, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues from the same repo; the soft matches are largely superficial (shared keywords like tokenizer, import, save/load, or sam3) rather than the same underlying bug. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "Issue #45278 is the broadest umbrella-style report in the set and best reflects the cluster\u2019s common pattern of version-related breakage and import regressions.", + "summary": "This is a heterogeneous issue cluster dominated by unrelated regression reports around tokenizers, imports, model loading, quantization, and serving. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the most representative global anchor because it summarizes a wide class of failures after upgrade, making it the most useful issue to group near-related regressions around.", + "best_issue_reason": "issue:42886 is the cleanest narrowly scoped regression report in the set (offline tokenizer cache loading) and the best anchor if one must pick an issue, but it is not a cluster-wide duplicate representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Both involve quantization/save behavior, but one is dequantized Ministral/Devstral saving and the other is sinq quantized round-tripping; different code paths and symptoms." - }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both mention bad training/NaNs, but one is flash_attention_3 classification degeneration and the other is init/checkout NaNs; not the same bug." + "reason": "Different failure modes: FA3 degenerate training vs NaNs at checkout/init; no shared code-path evidence." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe v5 breakage are unrelated model-specific issues." + "reason": "Different bugs: FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe model-specific failure." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + "reason": "One is API request rejection, the other is a processor attribute crash; unrelated symptoms and paths." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Chat-completions request validation and Gemma4Processor attribute crash are different serving/API failures." + "reason": "Importing transformers.onnx and Flash Attention 2 on XLMRoberta are unrelated issues." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different models; too broad to be the same defect." + "reason": "Both are import errors, but for different symbols/models and likely different broken exports." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same underlying issue." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 infinite loop on one image are unrelated." + "reason": "Both mention SAM3, but one is a class-mismatch warning and the other is missing text encoder weights." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX import failure and added-token spacing regression are separate tokenizer/export problems." + "reason": "Import failure vs tokenizer spacing bug; no common underlying defect." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "A specific is_offline_mode import error is not the same bug as a broad report of many import errors after upgrade." + "reason": "Accuracy regression in FP8 versus image-specific infinite loop; distinct problems." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 and missing BOS/EOS insertion in mdeberta-v3 are different tokenizer behaviors." + "reason": "Different tokenizer bugs: wrong offset mapping vs missing BOS/EOS insertion for a model tokenizer." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade breakage, not the same specific missing import as is_offline_mode." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache-loading failure and wrong tokenizer decoder type are distinct tokenizer initialization problems." + "reason": "Offline cache loading and wrong decoder type are different tokenizer issues." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence-Transformers loading hang are unrelated." + "reason": "Flash Attention 2 model support and a loading hang in Sentence Transformers are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss handling do not share a code path." + "reason": "Tokenizer offline-cache bug versus quantized model saving failure; different subsystems." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer offline cache loading and quantized model saving are different persistence issues." + "reason": "Generation kwargs update after sync_gpus is unrelated to denoising auxiliary loss behavior." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 model-type mismatch warning and SAM3 litetext memory overflow are unrelated failures." + "reason": "Both are SAM3-related, but a model-type warning is not the same as a memory overflow." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Attention-kernel divergence and a docstring typo for position_ids are not the same problem." + "reason": "Model-specific BPE marker handling versus general version-to-version tokenization drift; not enough to treat as one bug." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Ministral BPE-marker handling and version-to-version tokenization changes are too general to treat as one bug." + "reason": "torch.compile attention divergence and a docstring error are completely unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "TF32 settings guidance and GlmMoeDsaIndexer torch.split behavior are unrelated." + "reason": "torch.compile+SDPA failure and AttentionInterface.register behavior change are different code paths." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different regressions." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "torch.compile with SDPA on Bamba and AttentionInterface.register behavior changes are different attention issues." + "reason": "Precision/config bug in MLA layernorm versus a wrong docstring; no overlap." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm precision/config bug and a docstring issue are not the same defect." + "reason": "TF32 API settings and torch.split return values in a MoE indexer are unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and a sentence-transformers import NameError are unrelated." + "reason": "CLI env command breakage and a sentence-transformers import NameError are different issues." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are separate serialization bugs." + "reason": "Quantized model saving failure versus pipeline-parallelism output corruption; different bug classes." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Quantized saving/dequantization and pipeline-parallelism output errors are unrelated." + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang in Sentence-Transformers and MacOS bus error on CLIP are different failures." + "reason": "Loading hang in Sentence Transformers versus a macOS bus error on a CLIP model; no common path." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer bug and Qwen3-Next tied-weights warning are unrelated model-definition issues." + "reason": "RoPE layer drop in Smollm3 and a tied-weights warning in Qwen3-Next are unrelated model bugs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility breakage and pipeline-parallelism output corruption do not match." + "reason": "Python version compatibility regression and pipeline-parallelism output issues are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and a model loading failure are different tokenizer/model issues." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained/cached-file issues, but not the same bug." + "reason": "Tokenizer mapping assumption bug versus AutoProcessor kwargs forwarding; related plumbing but not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing export and a broad import-breakage report after upgrade are too different to merge." } ] }, @@ -14196,8 +14260,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -14207,11 +14271,11 @@ "issue:36296", "issue:38617", "issue:39401", - "issue:41628", "issue:42175", "issue:42757", "issue:42898", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43278", @@ -14230,7 +14294,6 @@ "issue:44351", "issue:44360", "issue:44485", - "issue:44488", "issue:44521", "issue:44625", "issue:44704", @@ -14251,18 +14314,16 @@ "issue:46614" ], "soft_pairs": [ - "issue:39401|issue:44488", - "issue:41628|issue:45278", - "issue:43784|issue:45600", "issue:42907|issue:44964", + "issue:43784|issue:45600", "issue:42907|issue:43937", "issue:44360|issue:44485", "issue:44625|issue:44829", - "issue:39401|issue:44521", "issue:44704|issue:45290", - "issue:44038|issue:44297", + "issue:39401|issue:44521", "issue:43122|issue:46326", "issue:43122|issue:44521", + "issue:44038|issue:44297", "issue:43116|issue:45200", "issue:43408|issue:43475", "issue:44038|issue:44295", @@ -14271,10 +14332,10 @@ "issue:44038|issue:44222", "issue:22355|issue:29159", "issue:45216|issue:45478", - "issue:43824|issue:44351", "issue:43122|issue:44779", - "issue:42757|issue:44351", + "issue:43824|issue:44351", "issue:36296|issue:43116", + "issue:42757|issue:44351", "issue:43278|issue:44945", "issue:42175|issue:44938", "issue:22355|issue:29127", @@ -14282,228 +14343,223 @@ "issue:44188|issue:46328", "issue:38617|issue:45278", "issue:42898|issue:46614", - "issue:43937|issue:44485" + "issue:43937|issue:44485", + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "e06a0fd47d28f326f7ca8b2655c7b0b251adb3249b192ed068d914b5111976a4", + "prepared_review_unit_hash": "71fa8584e3333465859550caacb6f9d90e1bb46b343fdb210068d28e6cc4080d", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36997, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36126, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose cluster of mostly unrelated regression reports (imports, tokenization, multimodal, save/load, and training bugs). I did not find any soft pair that looks like the same underlying issue, so all candidate links are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the best representative because it is a high-signal tokenizer regression report and one of the more central version-change bugs in the set.", + "summary": "This set is a loose collection of unrelated issue reports (imports, tokenizer regressions, multimodal/model-specific bugs, and performance/behavior changes). None of the soft pairs looks safe to merge as the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items do not form one duplicate family, they span different code paths, models, and release regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most suitable issue to anchor this cluster as it captures the broadest recurring theme here: tokenizer behavior changing across versions.", + "best_issue_reason": "If one issue must stand in for the group, issue 44521 is the strongest standalone representative because it is concrete, open, and has the most discussion/inbound attention\u2014but it does not represent the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Both are tokenizer-related, but one is an offset_mapping bug and the other is a model-loading failure; different concrete problems." - }, - { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "One is a specific AutoImageProcessor import error, the other is a broad collection of import errors after upgrade; too general to treat as the same bug." + "reason": "Different problems: one is about saving dequantized Ministral/Devstral models, the other about loading Phi-4 multimodal." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Both involve imports, but one is a missing nn symbol at import time and the other is stale auto_mappings references; different code paths." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "These are separate model save/load failures for different models and APIs." + "reason": "Different failure modes and code paths: sentence-transformers import error vs broken auto_mappings references for Sam3LiteText configs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save_pretrained failure and GenerationConfig validation failure are unrelated." + "reason": "Both are model-specific, but one is dequantized save behavior and the other is GLM-5 generation config validation; not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Unrelated topics: DSA indexer discussion vs GLM-5 RoPE implementation." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different bug classes: config propagation vs degenerate training with flash attention 3." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Both touch tokenization, but offset mapping and multimodal assistant mask generation are different failures." + "reason": "Different subsystems: num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashes are different behaviors in different functions." + "reason": "Both involve high-level API behavior, but one is cached_file kwargs plumbing and the other is chat template crashes with tool-call messages." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "A Qwen3-VL-Moe model bug is not the same as tokenizer_class metadata mismatch during save_pretrained." + "reason": "Different tokenizer-related bugs: wrong offset_mapping for Qwen3 vs assistant_masks being all-zero for multimodal chat templates." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both mention tokenizer behavior, but one is a general v5 regression and the other is a mistral_common continue_final_message bug." + "reason": "Both are tokenizer-related regressions, but one is general version-to-version tokenization differences and the other is continue_final_message handling for mistral_common tokenizers." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-regression tokenization differences are not the same as assistant_masks being all zero for multimodal inputs." + "reason": "Different functionality: tokenizer output drift vs multimodal apply_chat_template mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer.save_pretrained class metadata mismatch." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification example output and mm_token_type_ids handling are unrelated." + "reason": "Different areas: example classification script returning empty results vs Gemma 4 multimodal token type defaults." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings attribute are different SAM3 video issues." + "reason": "Same SAM 3 Video family, but one is a model-type warning and the other is a missing attribute in vision encoder output; not clearly the same defect." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer reading are unrelated." + "reason": "Different bugs: Qwen3-VL-Moe issue vs position_ids buffer read error." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Wrong offset_mapping and stale phonemizer language backend are different tokenizer subsystems." + "reason": "Different tokenizer/phonemizer concerns: offset mapping bug vs stale espeak backend language state." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "save_pretrained on dequantized models and gguf_file load failures are distinct problems." + "reason": "Both touch loading/saving paths, but dequantized save failure and gguf_file loading breakage are separate code paths." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "MoE model bug and FP8 save_pretrained issue do not describe the same concrete failure." + "reason": "Different model/runtime issues: Qwen3-VL-Moe regression vs FP8 save_pretrained for moe models." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx module import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "No overlap in underlying bug: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and version 5.x, but one is save_pretrained corruption and the other is from_pretrained loading failure." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are missing imports, but for different symbols and likely different export issues." + "reason": "Related model family and version, but one is corrupted save_pretrained checkpoints and the other is a from_pretrained load error; not enough evidence for one duplicate." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they are model-specific and do not look like the same code-path defect." + "reason": "Both are v5 tokenizer regressions, but one reports generic tokenization drift while the other is Deepseek-specific incorrect results." }, { - "left": "issue:42757", + "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages/symbols; not the same underlying bug." + "reason": "Both are import errors, but they are for different symbols and likely different root causes." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example script multi-label classification failure are unrelated." + "reason": "Completely different areas: tensor parallel training bug vs multi-label classification example behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/modules; no shared underlying change." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in evaluate and incorrect pipeline-parallel output are different training/runtime issues." + "reason": "Different runtime problems: dtype drift between train/eval vs incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging omission and Python 3.14 load failure are not the same bug." + "reason": "No common bug: backend dependency selection in install extras vs Python 3.14 loading failure." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Transformers.onnx missing module and LayoutLMv3 error messaging are unrelated." + "reason": "Unrelated issues: missing transformers.onnx module vs layoutlmv3 error-message clarity." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop image bug are different model-specific issues." + "reason": "Different model-specific issues: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + "reason": "Different concerns: torch.compile attention-kernel branching vs SequenceFeatureExtractor.pad performance overhead." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific layer_type_validation import error is not the same as the broader multi-import regression report." + "reason": "Both mention imports, but one is a single missing symbol and the other is a broader upgrade-wide import failure; not enough to treat as the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior in v5 and phonemizer language-state leakage are separate issues." + "reason": "Different behavior changes: v5 tokenization cleanup semantics vs phonemizer backend state leakage." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different problems." + "reason": "Same model family (GLM-5) but different problems: invalid GenerationConfig vs RoPE implementation review." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is wrong decoder type metadata and the other is Deepseek-specific incorrect tokenization." } ] }, @@ -14522,8 +14578,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -14535,7 +14591,6 @@ "issue:42673", "issue:42796", "issue:43064", - "issue:43066", "issue:43116", "issue:43441", "issue:43493", @@ -14554,6 +14609,7 @@ "issue:44291", "issue:44355", "issue:44380", + "issue:44466", "issue:44625", "issue:44704", "issue:44779", @@ -14577,10 +14633,9 @@ "issue:46655" ], "soft_pairs": [ - "issue:43066|issue:44779", "issue:42673|issue:45072", - "issue:43976|issue:45446", "issue:43116|issue:43493", + "issue:43976|issue:45446", "issue:43611|issue:46002", "issue:44355|issue:46231", "issue:42371|issue:43874", @@ -14591,232 +14646,239 @@ "issue:44075|issue:44936", "issue:42222|issue:43441", "issue:43116|issue:43825", - "issue:28348|issue:46640", "issue:43992|issue:44704", - "issue:42673|issue:42796", + "issue:28348|issue:46640", "issue:43064|issue:43673", + "issue:42673|issue:42796", "issue:42673|issue:46655", - "issue:43827|issue:45446", "issue:43937|issue:45563", + "issue:43827|issue:45446", "issue:33453|issue:39401", - "issue:44380|issue:46077", "issue:45356|issue:46614", - "issue:44117|issue:45588", + "issue:44380|issue:46077", "issue:43673|issue:46328", + "issue:44117|issue:45588", "issue:45071|issue:46614", "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:42673|issue:43906", - "issue:39401|issue:44779" + "issue:39401|issue:44779", + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "79d39a53ab9124f2e6fff626aa086a589f126ab3e33d410f956c47c16ba85333", + "prepared_review_unit_hash": "0926859b89437363742b8dbe62907a8b5b94053a579bd6042bb8a63bbfc0fd9a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36793, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "serialized_chars": 36882, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the items span many unrelated tokenizer, model-loading, training, attention, and documentation bugs. None of the proposed soft edges look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items are heterogeneous, and there is no clear duplicate family tying them together.", + "summary": "This cluster is a loose grab bag of mostly unrelated issue reports, with only weak lexical overlap around v5, tokenizers, flash attention, and training/runtime regressions. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must stand in for the cluster, 43611 is the broadest v5 regression about model loading, but there is no strong true canonical because the items cover many unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the clearest stand-alone bug report (a concrete tokenizer regression with a v4/v5 behavior difference), but it does not serve as a duplicate anchor for the rest of the set.", + "best_issue_reason": "43611 is the most general and representative of the v5 breakage theme; the others are narrower model-, tokenizer-, or subsystem-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a decoder-type loading bug and the other is incorrect DeepSeek tokenizer output; different failure modes." - }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3 inference vs dtype mismatch in bfloat16 inference; unrelated code paths." + "reason": "VRAM leak in multi-dataloader-thread inference vs dtype mismatch in bfloat16 inference; different failure modes." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Python-version compatibility bug vs PyTorch version gate/import check bug; not the same issue." + "reason": "Example script returning empty multi-label results is unrelated to SigLIP2 HF-vs-JAX discrepancy." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Example-script multi-label empties vs SigLIP2 implementation discrepancy; different models and symptoms." + "reason": "Python version compatibility issue vs a flex_attention import/version-check bug; not the same code path." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading/base_model_prefix regression vs NaNs in classification heads; unrelated bugs." + "reason": "Model loading with base_model_prefix in v5 vs NaNs in classification heads; unrelated regressions." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors vs documentation parameter-name mismatch; not the same underlying problem." + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior settings API issue vs missing image-processor method; unrelated." + "reason": "TF32 settings behavior vs missing image-processor method for multimodal token counting; no overlap." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3 MoE, but they hit different model variants and different from_pretrained/FlashAttention failures." + "reason": "Different Qwen MoE bugs with different symptoms and likely different loading paths; not one concrete fix." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug vs NaNs on checkout/init; distinct failures." + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained visual-key regression vs from_pretrained load error; separate save/load code paths." + "reason": "save_pretrained key serialization vs from_pretrained loading error; related family but different concrete problems." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe helper behavior vs flex_attention import version check; unrelated." + "reason": "Helper length-calculation bug in qwen3_omni_moe vs a PyTorch version check issue; unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer-argument handling bug vs train-then-evaluate lifecycle failure; not the same bug." + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage vs Ministral FlashAttention failure; no concrete overlap." + "reason": "Vitpose model breakage vs Ministral FlashAttention failure; different models and failures." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Multi-label example script returning empty results vs pipeline translation-support error message; different surfaces." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "FlashAttention support request for GPT-2 vs a general Flash Attention 2 issue; too broad and not the same bug." + "reason": "Empty multi-label outputs in an example script are not the same as a pipeline error-message regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed token weights vs AutoProcessor kwargs forwarding; unrelated loading bugs." + "reason": "Missing embed token weights in UMT5 loading vs AutoProcessor kwargs forwarding; different subsystems." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "VRAM leak in multi-threaded inference vs tokenizer BPE-marker handling; different subsystems." + "reason": "Feature request for GPT2 FlashAttention 2 support vs a generic open flash-attention issue; not the same change." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; unrelated." + "reason": "FSDP2/PEFT optimizer-state mismatch vs missing GenerationMixin cache during chunked prefill; unrelated." }, { "left": "issue:42673", - "right": "issue:46655", + "right": "issue:42796", "accept": false, - "reason": "VRAM leak vs video padding-calculation bug; not the same issue." + "reason": "VRAM leak in threaded inference vs tokenizer BPE marker handling; unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Docs still referencing pipeline() vs PyTorch version check bug; unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM vs incorrect video padding in SmolVLM; unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; different behaviors." + "reason": "GenerationConfig validation error vs stale warning for num_return_sequences; different generation behaviors." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset mapping; different concrete bugs." + "reason": "Docs referencing removed pipeline APIs vs a flex_attention import/version check; unrelated." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "GPT-2 attention scaling ignored with SDPA/FlashAttention vs Gemma4 mask construction bug; different models and logic." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are both tokenizer-related but not the same underlying bug." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Tokenizer codec/warning regression vs phonemizer backend state bug; unrelated tokenizer/audio issues." + "reason": "Different tokenizer regressions in different model families and code paths." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer mapping None assumption vs flash_attention.py crash on s_aux=None; not the same code path." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different attention logic." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing cache in generation vs inefficient padding conversion in feature extractor; different kind of issue." + "reason": "Generation cache missing vs sequence feature padding performance issue; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs FlashAttention s_aux=None crash; unrelated." }, { "left": "issue:45071", "right": "issue:46614", "accept": false, - "reason": "PretrainedConfig type-checking regression vs stale phonemizer language backend; unrelated." + "reason": "PretrainedConfig type-checking regression vs tokenizer phonemizer stale-language bug; unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument bug vs PretrainedConfig type-checking breakage; different model-loading failures." + "reason": "Both are v5 regressions, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same fix." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pin problem vs flex_attention import version check; unrelated dependency/version issues." + "reason": "PEFT minimum-version bump issue vs flex_attention PyTorch version check; unrelated." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in Qwen3 training/inference threads vs an isolated reproduction of another issue; no evidence of same bug." + "reason": "VRAM leak in threaded inference vs isolated reproduction of another issue; not enough evidence of same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and outputs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Device-dependent lm_head serialization issue vs classification-head NaNs; unrelated." } ] }, @@ -14835,14 +14897,15 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", "issue:42371", "issue:42617", @@ -14851,6 +14914,7 @@ "issue:43122", "issue:43408", "issue:43450", + "issue:43673", "issue:43742", "issue:43937", "issue:43986", @@ -14860,7 +14924,6 @@ "issue:44261", "issue:44263", "issue:44410", - "issue:44466", "issue:44484", "issue:44485", "issue:44493", @@ -14880,7 +14943,6 @@ "issue:45542", "issue:45561", "issue:45656", - "issue:46002", "issue:46178", "issue:46209", "issue:46231", @@ -14890,21 +14952,20 @@ "issue:46617" ], "soft_pairs": [ - "issue:44466|issue:46002", "issue:43937|issue:44977", "issue:43450|issue:43986", "issue:44410|issue:45310", "issue:45341|issue:45561", - "issue:44829|issue:45216", "issue:45341|issue:46328", "issue:45071|issue:46512", + "issue:44829|issue:45216", "issue:44117|issue:45081", - "issue:38617|issue:41628", "issue:43122|issue:46298", + "issue:38617|issue:41628", "issue:42617|issue:45341", "issue:42222|issue:46178", - "issue:42371|issue:44261", "issue:45362|issue:46328", + "issue:42371|issue:44261", "issue:43408|issue:43742", "issue:44877|issue:46231", "issue:42371|issue:46617", @@ -14913,215 +14974,223 @@ "issue:43937|issue:44496", "issue:44933|issue:45278", "issue:44410|issue:45478", - "issue:38617|issue:44220", "issue:44075|issue:45656", + "issue:38617|issue:44220", "issue:43066|issue:43122", - "issue:42222|issue:45542", "issue:44263|issue:44485", - "issue:43097|issue:44493" + "issue:42222|issue:45542", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42175|issue:42222" ], - "prepared_review_unit_hash": "120f59e0dc5b7a59a8c833204301d50ffd9d400c96a65bba2f453fb613ecc27e", + "prepared_review_unit_hash": "bf2854b06f696634daa8463217b34bef8487569d26455a20c0efb8033999f9b6", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35985, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "soft_pair_count": 30, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pair looks like the same underlying bug or change; most are only thematically similar (tokenizers, config, import errors, testing utils) but point to different failure modes. I\u2019d treat this cluster as noisy rather than duplicate-heavy.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set (\u2018many import errors after update\u2019) and is the closest thing to a cluster-wide regression report, though the items here are still mostly unrelated.", + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers issues spanning tokenization, imports, config loading, model-specific regressions, training, and testing utilities. There are no pull requests here, and none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression report in the set and the best umbrella representative for upgrade-related import failures; the other issues are much narrower or belong to different code paths/models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general and representative issue for this noisy group; if one issue has to stand in for the cluster, it best captures the broad import/regression theme.", + "best_issue_reason": "issue:45278 is the most suitable single representative because it captures a general import-regression class rather than a one-off model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Different bugs: tied-weight serialization inconsistency vs NaNs during classification head init/checkpointing." - }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but one is an invalid GenerationConfig error and the other is a flash-attention behavior issue." + "reason": "Both are generation-related, but one is a GenerationConfig validation error and the other is a Qwen3.5 flash-attention behavior bug; different failure modes and code paths." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Different video-processing failures: batched shape bug vs missing-torchvision crash in AutoProcessor loading." + "reason": "One is a batched video-processor shape bug; the other is an AutoProcessor crash when torchvision is missing. Same area, different underlying issue." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3.5-family problems: missing projections in layer 0 vs a from_pretrained MoE load error." + "reason": "Different models and symptoms: missing qwen3next projections versus Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Shared test-utils area, but one is a generic bug and the other is a specific xdist race on captured_info.txt." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "One is degenerate training with flash_attention_3; the other is incorrect save_pretrained checkpoint serialization." + "reason": "Both touch testing utilities, but one is a small bug in testing_utils.py and the other is an xdist file race in patched testing utils; not the same concrete bug." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug vs a SequenceFeatureExtractor.pad performance regression; not the same underlying issue." + "reason": "Testing utils bug versus SequenceFeatureExtractor.pad performance issue; unrelated code paths." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression in PretrainedConfig vs stale model.config.dtype after from_config(dtype=...)." + "reason": "PretrainedConfig type-checking regression and from_config(dtype=...) stale config dtype are different config/model-init bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer loading assumptions vs a Mistral regex patch/backend_tokenizer AttributeError; different code paths." + "reason": "Flash-attention training degeneration is unrelated to the Qwen3.5 save_pretrained regression." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different API breakages." + "reason": "Tokenizer mapping None handling and Mistral regex patch crash are different tokenizer-loading problems." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output regression vs a noisy logging message; unrelated changes." + "reason": "Tokenization behavior change versus a noisy logging message; no shared bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different import surfaces." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Script execution failure vs a testing_utils bug; no shared concrete defect." + "reason": "A 3d_parallel.py runtime failure and a testing_utils bug do not appear related." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose model breakage and tensorflow_text backend-mapping failure are different loading issues." + "reason": "VitPose model breakage and missing tensorflow_text backend mapping are unrelated." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "TF32 API guidance issue vs MLA q_a_layernorm precision/config bug; not the same change." + "reason": "Qwen3.5 chat crash versus a padding performance issue; different code paths entirely." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Chat crash on a specific Qwen model vs a padding performance issue." + "reason": "TF32 API warning/control issue and MLA rms_norm_eps precision issue are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning vs a key error loading MobileLLM; different failures." + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as the MobileLLM-125M key error." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading issue vs documentation mismatch for set_training()." + "reason": "Strict config loading for granite_speech and a documentation parameter typo are unrelated." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior notice vs cache FileNotFoundError for trust_remote_code; unrelated." + "reason": "TF32 behavior control and trust_remote_code cache FileNotFoundError are different issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Question about default shard size vs a Qwen3.5 MoE from_pretrained error." + "reason": "A shard-size question and a Qwen3.5 MoE loading regression are not the same bug." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset-mapping bug vs FP8 inference failure on B200; unrelated." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig vs unrecognized model/model_type configuration." + "reason": "GenerationConfig validation error versus unrecognized model/config.json issue; different failure paths." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems, but one is a specific nonexistent import and the other is a broad post-update import regression." + "reason": "Both involve imports, but one is a specific image_utils import problem and the other is a broad upgrade-related import regression." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different reports: missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are different model bugs." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "ImportError for a missing symbol vs a feature-extraction bug in _torch_extract_fbank_features()." + "reason": "SGD args ignored and optimizer.step being called twice with deepspeed are different optimizer issues." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "SGD arguments ignored vs optimizer.step being called twice with deepspeed; distinct optimizer bugs." + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder-type regression and tokenization-difference regression are related only broadly, not the same defect." + "reason": "Both are tokenizer/v5 regressions, but one is wrong decoder type and the other is changed tokenization output; not clearly the same underlying bug." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Vitpose model breakage vs undefined TF backend due to tensorboard-only install; different subsystems." + "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "torch.split return-value handling vs GLM-5 RoPE implementation; different code paths." + "reason": "VitPose model breakage and missing TensorFlow backend with tensorboard-only install are different problems." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder vs unexpected key warnings for position id; not the same underlying change." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are separate regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A packaging/backend dependency issue and a broken VitPose model issue are unrelated." } ] }, @@ -15140,16 +15209,14 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:27957", "issue:38617", "issue:41628", - "issue:42175", - "issue:42222", "issue:42757", "issue:43012", "issue:43064", @@ -15168,6 +15235,7 @@ "issue:44261", "issue:44263", "issue:44315", + "issue:44351", "issue:44360", "issue:44410", "issue:44483", @@ -15187,6 +15255,7 @@ "issue:45542", "issue:45588", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46231", @@ -15195,17 +15264,15 @@ "issue:46664" ], "soft_pairs": [ - "issue:42175|issue:42222", - "issue:43673|issue:45341", "issue:43874|issue:44261", "issue:41628|issue:45071", - "issue:43012|issue:43577", "issue:45071|issue:45542", + "issue:43012|issue:43577", "issue:43931|issue:44410", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:44484|issue:45478", "issue:44483|issue:45464", + "issue:44484|issue:45478", "issue:27957|issue:43352", "issue:43931|issue:44038", "issue:43441|issue:44829", @@ -15220,234 +15287,243 @@ "issue:43673|issue:46123", "issue:43531|issue:45341", "issue:45440|issue:46172", + "issue:43986|issue:45372", "issue:43064|issue:44315", "issue:43097|issue:45588", "issue:38617|issue:42757", - "issue:43986|issue:45372", "issue:46655|issue:46664", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44038|issue:44410", "issue:43986|issue:44484", - "issue:44410|issue:45375" + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "061c7439529b6fe7d6cae3f020658cd04a9a6c829dccb087b52577f8ae33f314", + "prepared_review_unit_hash": "dd15d08fac81d279ab218b60cc6596383b2206081fbab3ab8253782ba268916c", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37086, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "soft_pair_count": 33, + "serialized_chars": 37361, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5-era regressions and import/model-loading bugs across many unrelated subsystems. I do not see any true duplicate pairs here; the similarities are mostly broad subsystem or version overlap, not the same concrete defect.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43097 is the best umbrella representative: it describes a clear v5.0 regression with broad downstream impact and multiple references, making it the most central issue in this mixed regression cluster.", + "summary": "This cluster is heterogeneous: it mixes unrelated import regressions, Flash Attention/model-support issues, configuration/loading bugs, and training/runtime problems. The soft pairs look like same subsystem themes but not the same underlying bug/change, so they should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "No true canonical issue stands out; the cluster spans multiple distinct regressions rather than one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest global representative for the cluster because it captures the widest version-breaking regression theme, even though most other items are separate bugs.", + "best_issue_reason": "Issue 41628 is the cleanest representative of the largest subtheme (import failures), but it still does not unify the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "Packaging/backend dependency omission is a different problem from VitPose model breakage; same release context, not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache behavior during chunked prefill is unrelated to a testing_utils bug." - }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch method in a processor and an MLA RMS norm epsilon issue are different model components and failure modes." + "reason": "Different bugs: missing image patch-count method vs a RoPE/layernorm precision mismatch." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression do not share the same code path." + "reason": "Both are import/type-related, but one is an AutoImageProcessor import failure and the other is a PretrainedConfig type-checking regression." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation is not the same defect as model dtypes staying float32 after load." + "reason": "Unrelated failures: config type checking vs TensorBoard-only-without-TF backend handling." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Config type-checking regression and TensorFlow backend installation/selection error are unrelated." + "reason": "Both involve dtype, but one is a compile-time PyTorch warning and the other is wrong dtype propagation when loading Blip2." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-related, but one is a weight-shape mismatch on a specific VL model and the other is missing projections in a different architecture." + "reason": "Different model-loading bugs: Qwen3-VL shape mismatch vs missing attn projections in qwen3next." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "These are different tensor-operation bugs in different model code paths." + "reason": "Distinct code paths: a torch.split return-value issue vs a DeepSeek comb transpose/dtype bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same as the DeepSeek-v4 transpose/cast issue." + "reason": "Different defects in different models/code paths; no shared underlying change." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "Both hit chat/completions, but one is request rejection and the other is a streaming inference failure on Qwen3.5-0.8B." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Both mention chat/completions and Qwen3.5, but one is a request/endpoint acceptance failure and the other is a streaming inference failure; not enough to treat as the same fix." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5-MoE from_pretrained loading error." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and NemotronH unsupported FA2 are model-specific feature gaps, not the same bug." + "reason": "Both mention Flash Attention 2, but these are separate model-support gaps for different architectures." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL/MoE loading problems with no clear shared concrete defect." + "reason": "Same broad Qwen3-VL area, but weight-shape mismatch and a v5/MoE bug are not the same issue." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failures in different models and with different symptoms (support failure vs degenerate training) are not the same bug." + "reason": "Both mention Flash Attention, but one is model support failing and the other is degenerate training with flash_attention_3." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings behavior and gguf_file loading breakage are unrelated." + "reason": "Different regressions: removed tie_embeddings API vs gguf_file breaking tokenizer/model loading." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils issue are different code paths and fixes." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to testing_utils." + "reason": "Video-model loading without torchvision and a testing_utils bug are unrelated." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific image and a memory overflow in another model are distinct failures." + "reason": "Different symptoms and subsystems: infinite loop on one image vs memory overflow in sam3-litetext." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Missing image_utils import and a docs parameter-name mismatch are not the same issue." + "reason": "A missing import from image_utils is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM subsystems and symptoms; not the same defect." + "reason": "Different model-specific bugs: missing image patch counting vs torch.split handling." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "RMS norm epsilon precision issue and GLM-5 RoPE implementation are separate model math problems." + "reason": "Layernorm epsilon precision issue is not the same as the GLM-5 RoPE implementation bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None is too broad to equate with a specific model-load failure without shared implementation evidence." + "reason": "Generic TOKENIZER_MAPPING_NAMES handling and a specific physical-intelligence/fast loading failure are separate regressions." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to MaskGenerationPipeline partial-batch handling." + "reason": "Generation cache missing in chunked prefill is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + "reason": "A Qwen3-MoE sliding_window bug is unrelated to a testing_utils bug." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek-v4 tensor cast/transpose bug are not the same concrete problem." + "reason": "Both are DeepSeek-family issues, but they affect different implementations and different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model/torchvision loading failure and missing ReasoningEffort import for Gemma 4 processor loading are unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application in model_init are different training bugs." + "reason": "Wrong optimizer states with FSDP2+PEFT is a different problem from Liger Kernel not being applied with model_init." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config utility and a flash_attention integration crash on s_aux=None are unrelated." + "reason": "Removed tie_embeddings API and a flash_attention.py s_aux=None crash are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Two import errors, but for different symbols and different modules; not the same underlying bug." + "reason": "Both are import errors, but they involve different missing symbols from different packages and look like separate regressions." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Both are dependency/import-related, but one is torchvision absence during video processor loading and the other is a mistral_common ReasoningEffort import breakage." + "reason": "Both are SmolVLM video-processor issues, but padding calculation and num_frames semantics are distinct bugs." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and a missing deepstack_visual_indexes config field are different problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal in 5.0.0 is unrelated to a quantized-model save/load breakage." + }, + { + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both concern SmolVLM video processing, but padding math and num_frames semantics are separate bugs." + "reason": "Different Qwen model variants and different failure modes; not the same underlying fix." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video processor import crash and save_pretrained shard sizing have no overlap." + "reason": "Video-model loading dependency failure and max_shard_size behavior are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Both are Qwen3-family config issues, but missing projections and a silently dropped vision config field are different concrete defects." + "reason": "Both are import-name failures, but they concern different missing names and different upgrade breakages." } ] }, @@ -15466,13 +15542,15 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:36683", - "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", "issue:42890", "issue:42907", "issue:43012", @@ -15482,27 +15560,26 @@ "issue:43208", "issue:43352", "issue:43502", + "issue:43526", "issue:43550", "issue:43582", + "issue:43824", "issue:43825", "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", - "issue:44016", - "issue:44038", "issue:44062", "issue:44077", "issue:44117", "issue:44162", "issue:44222", - "issue:44351", "issue:44368", "issue:44380", - "issue:44410", "issue:44484", "issue:44655", + "issue:44683", "issue:44704", "issue:44936", "issue:44938", @@ -15512,7 +15589,6 @@ "issue:45584", "issue:45712", "issue:45753", - "issue:46050", "issue:46132", "issue:46172", "issue:46178", @@ -15521,10 +15597,7 @@ "issue:46421" ], "soft_pairs": [ - "issue:43097|issue:46050", - "issue:44038|issue:44410", "issue:42890|issue:46298", - "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:44936|issue:46365", @@ -15533,18 +15606,18 @@ "issue:44380|issue:46421", "issue:43986|issue:44117", "issue:44938|issue:46178", - "issue:43986|issue:44016", + "issue:43824|issue:43986", "issue:43208|issue:43550", "issue:43825|issue:44655", "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:42907|issue:45753", "issue:45712|issue:46298", - "issue:43992|issue:44484", "issue:43012|issue:44368", + "issue:43992|issue:44484", "issue:43066|issue:43906", - "issue:43352|issue:44380", "issue:43097|issue:46298", + "issue:43352|issue:44380", "issue:43352|issue:43976", "issue:44162|issue:46172", "issue:44380|issue:46132", @@ -15553,216 +15626,251 @@ "issue:44222|issue:45478", "issue:44380|issue:45479", "issue:36683|issue:43582", - "issue:43064|issue:44380" + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:43012|issue:44683" ], - "prepared_review_unit_hash": "7b69aa90af0f8e5478dcc82ca58c3c7f970d91782a67bba0ee4a5bbc41f20a54", + "prepared_review_unit_hash": "f35218af4b742b6a18d9f62bd36cbe18a06dd67673212a0aebb6462afe6f601e", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37394, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "soft_pair_count": 35, + "serialized_chars": 38055, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions and API breakages share broad themes like v5, quantization, or loading, but the soft pairs do not look like true duplicates. I reject all soft edges.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set and has downstream references, so it is the best anchor among these issue reports.", + "summary": "No soft pair looks like the same underlying bug or change; they mostly share a broad theme (imports, warnings, saving/loading, backend handling) but split into different code paths. I reject all proposed duplicate links; no PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate stands out among the mixed issues; issue:36683 is the clearest standalone report because it has a precise runtime error and the most discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the clearest representative user-facing regression here; it is concrete, widely relevant, and better suited as a cluster anchor than the more niche reports.", + "best_issue_reason": "Issue:43873 is the best overall triage candidate because it is open, well-scoped, and has multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Different bug classes: removed config field vs quantized model save/load corruption. Similar save/load wording is not enough." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Both involve Qwen models, but one is a general Transformers 5.0 compatibility bug and the other is a specific missing-projection architecture issue." - }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Flaky test seeding and noisy logging are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different import failures from different symbols and code paths." + "reason": "A specific test-seed flakiness report and a noisy logging complaint are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction with duplicate kwargs is distinct from TOKENIZER_MAPPING_NAMES returning None." + "reason": "Constructor keyword collision in AddedToken and a tokenizer-mapping None assumption are different bugs." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Config-API removal regression and quantization/offloading behavior are separate issues." + "reason": "Removed config API and quantization/offloading failure are different code paths and symptoms." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer state corruption after train is unrelated to failing to import Trainer because of datasets." + "reason": "Trainer.evaluate after train and Trainer import failing with datasets are unrelated failures." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and missing encoder weights are different loading bugs." + "reason": "Local-files-only network access and missing embed_tokens weights are distinct issues." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwarg passthrough and docstring annotation crashes affect different subsystems." + "reason": "Passing kwargs to cached_file and an auto-docstring annotation crash are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Ignored attention scaling in GPT2 is unrelated to cache lazy initialization and recompilation." + "reason": "GPT-2 attention scaling and cache lazy-init recompilation are different problems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/torchvision crash and tokenizer mapping None are unrelated." + "reason": "Missing torchvision for AutoProcessor video models and tokenizer mapping None are not the same bug." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and missing backend registration are different compatibility problems." + "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are unrelated." }, { - "left": "issue:43986", - "right": "issue:44016", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "A video-processing import crash is not the same as a notebook syntax error." + "reason": "Qwen2.5-VL import failure and a torchvision-dependent video processor crash are different failures." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Incorrect pipeline error text is unrelated to saving Pipeline objects." + "reason": "Pipeline translation messaging and Pipeline.save_pretrained behavior are different issues." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure and pipeline save failure are separate save_pretrained problems." + "reason": "Saving dequantized models and saving Pipeline objects are not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation is not the same as a model-specific SDPA compile failure." + "reason": "A bfloat16 precision warning and a compile-time SDPA failure are different symptoms." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 image looping are unrelated." + "reason": "Model saving failure and an image-specific infinite loop are unrelated." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes and a noisy log message are not the same bug." + "reason": "Dummy-class leakage and a noisy logging message are different cleanup/UX issues." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing embed token weights on load is unrelated to the default max shard size question." + "reason": "A float32 warning during compile and a tie_word_embeddings warning are different config issues." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "These are different warnings about different config/compile behaviors." + "reason": "Missing weights on load and a question about max_shard_size are unrelated." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same code-path problem." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to treat as the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and a noisy logging message are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported Flash Attention 2 for Nemotron is distinct from GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Nemotron Flash Attention 2 support and GPT-2 attention scaling with SDPA/FlashAttention are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and a Python-version compatibility issue are unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 being broken and a DeepSeek tensor-transpose bug are unrelated model implementations." + "reason": "ESM2 breakage and a deepseek tensor-transpose bug are different model-specific failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "A backend-specific scaling bug and an AttentionInterface.register behavior change are different changes." + "reason": "GPT-2 attention scaling and AttentionInterface.register changing behavior are different subsystems." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to importing Trainer." + "reason": "Whisper empty-transcription handling and a Trainer import conflict with datasets are unrelated." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy and Trainer import failure are unrelated." + "reason": "PatchTSMixer post_init policy and Trainer import failure are different issues." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; too different to merge as one bug." + "reason": "FP8 MoE save_pretrained and Qwen3.5 MoE from_pretrained error are related only loosely, not the same concrete bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling config ignored and degenerate zero loss are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing Gemma3Config vocab_size and an Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "A distributed Trainer/FSDP2/PEFT optimizer-state bug is not the same as GPT2 attention scaling being ignored." + "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging omission and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning and a bfloat16 compile warning are different issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "huggingface_hub API import removal and a missing Qwen2.5-VL class import are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Duplicate of the earlier Qwen2.5-VL vs torchvision mismatch, which is still not the same bug as a plain import error." } ] }, @@ -15781,51 +15889,51 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ "issue:36010", "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", "issue:42757", "issue:42898", "issue:42994", - "issue:43012", + "issue:43010", + "issue:43064", "issue:43066", - "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43525", - "issue:43526", "issue:43611", "issue:43618", "issue:43756", "issue:43761", - "issue:43824", "issue:43867", "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", + "issue:44075", "issue:44077", "issue:44230", "issue:44380", "issue:44483", "issue:44485", + "issue:44492", "issue:44514", "issue:44625", "issue:44655", - "issue:44683", "issue:44938", "issue:45216", "issue:45276", + "issue:45278", "issue:45290", + "issue:45310", "issue:45600", "issue:45698", "issue:46077", @@ -15835,11 +15943,6 @@ "issue:46365" ], "soft_pairs": [ - "issue:42175|issue:46365", - "issue:43208|issue:43526", - "issue:42490|issue:43012", - "issue:42757|issue:43824", - "issue:43012|issue:44683", "issue:44483|issue:44514", "issue:45600|issue:46298", "issue:44038|issue:44230", @@ -15849,12 +15952,12 @@ "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43299|issue:43867", - "issue:42994|issue:44655", "issue:36683|issue:43475", + "issue:42994|issue:44655", "issue:44483|issue:45290", "issue:42898|issue:43066", - "issue:44625|issue:46365", "issue:45276|issue:46077", + "issue:44625|issue:46365", "issue:36010|issue:42757", "issue:43352|issue:43937", "issue:43901|issue:44655", @@ -15866,235 +15969,236 @@ "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:36683|issue:44625" + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278" ], - "prepared_review_unit_hash": "8efdf36c0109b910d255e8cdb3a9c0a64f4d9882c1ebe6f54a61c0b4b8b818ed", + "prepared_review_unit_hash": "17a80b4473867376147cf415aa0b3086e9857fe89a89cca2d1259acb403f89bf", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "soft_pair_count": 31, + "serialized_chars": 35895, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive similarity group: the items span unrelated import errors, config regressions, save/load bugs, backend warnings, and model-specific failures. None of the soft pairs looks like the same underlying bug or a safe PR merge candidate.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "This cluster is dominated by Transformers v5 regression and compatibility issues, with one clear CLIP vision output regression pair and the rest mostly separate bugs across loading, config, save, and chat-template paths.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the strongest umbrella: it is broad, user-facing, and explicitly covers multiple import failures after upgrading to Transformers 5.5.0, which matches the cluster\u2019s main upgrade-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most discussion-heavy and reference-heavy item here, and it best represents the recurring save_pretrained/from_pretrained theme, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45278 is the best representative because it captures the widest shared pattern in the cluster\u2014v5 upgrade breakage\u2014without being tied to one narrow model or API path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Different import/dependency failures: TensorFlow missing from a torch install vs Trainer import blocked by datasets." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "Unrelated model areas: xLSTM training bugs vs BeitImageProcessorFast reduce_labels behavior." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Local-path import warning and bf16 compile warning are different code paths and symptoms." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and different fixes." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "Different torch-related problems: a precision warning vs a compiled flex_attention failure." - }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different failures in chat handling: `/v1/chat/completions` request rejection vs batched chat-template crash." + "reason": "Different surfaces: chat-completions request validation vs batched chat-template crashing." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "CI break from removed Sam3LiteText configs is unrelated to a noisy logging message." + "reason": "Unrelated: broken auto-mappings CI vs a typo in cache strategies." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different model/features: Qwen3-VL-Moe loading bug vs fp8 support request for Qwen3-VL/Qwen3.5." + "reason": "Same model family, but different problems: loading regression vs fp8 inference support." }, { "left": "issue:43618", "right": "issue:43761", - "accept": false, - "reason": "Same model family, but different missing outputs: attentions not assigned vs hidden_states not returned." + "accept": true, + "reason": "Both are CLIP vision v5 regressions where forward output fields are not being populated correctly." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different subsystems: CLIP output regression vs GPT2 attention scaling ignored under SDPA/FlashAttention." + "reason": "Different bug classes: missing CLIP attentions vs GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Save/load custom-module bug vs a tensor dtype/transpose issue in deepseek-v4." + "reason": "Different functionality: custom-module reload bug vs a DeepSeek-V4 tensor transpose issue." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to local_files_only still making API calls." + "reason": "Different failures: missing import symbol vs network requests despite local_files_only=True." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Same rough topic (RoPE), but different models and no shared concrete failure mode." + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both loading-related, but one is Qwen3VL-Moe breakage and the other is state_dict sorting causing a load error." + "reason": "Different loading failures with no clear shared code-path or concrete bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are different serialization paths." + "reason": "Different missing-attribute bugs in different model configs/outputs." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Missing config attribute in Gemma3 vs missing output field in SAM3 Video; different models and bugs." + "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline.save_pretrained." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Request validation at /v1/chat/completions is not the same as tokenizer chat-template crashes on tool-call messages." + "reason": "Different chat-stack bugs: HTTP API request rejection vs assistant tool-call templating crash." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both are v5 tokenizer changes, but one is clean_up_tokenization_spaces behavior and the other is decoder type selection." + "reason": "Both are tokenizer changes, but one is a cleanup-behavior change and the other is a decoder-type bug." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Trainer import failing because of datasets." + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is attention-mask construction." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Gemma4 embedding resize bug and Gemma4 bidirectional-attention mask bug affect different code paths." + "reason": "Different areas: config propagation bug vs import conflict caused by datasets." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different removed/relocated symbols." + "reason": "Both are import errors, but they are for different symbols/modules and likely different root causes." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support error and GLM-5 GenerationConfig validation are unrelated model-specific issues." + "reason": "Different model/runtime issues: Flash Attention support gate vs invalid GenerationConfig." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as pipeline serialization failure." + "reason": "Docs mismatch for pipeline scoring vs inability to save Pipeline objects." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects are different stages and bugs." + "reason": "Different breakages: model loading with base_model_prefix vs pipeline save_pretrained." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 missing vocab_size and patchtsmixer post_init validation are unrelated config issues." + "reason": "Different config problems in different models; no shared underlying bug." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python compatibility failures: 3.9+ regression vs Python 3.14 load failure." + "reason": "Both are Python-version compatibility issues, but for different versions and different failures." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve load/save behavior, but one is state_dict ordering and the other is a Qwen3.5 checkpoint regression." + "reason": "Different checkpoint/loading bugs with no concrete shared code-path." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention are unrelated features." + "reason": "Different Gemma/Qwen bugs: label propagation vs bidirectional-attention masking." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are different model/config bugs." + "reason": "Related config areas, but the bugs are distinct and not mergeable as one fix." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing config attributes in different models: vocab_size vs pad_token_id." + "reason": "Different missing config attributes in different model families." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + "reason": "Different regressions: CLIP output fields vs Qwen3.5 saved-checkpoint correctness." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 config attribute loss and Qwen3.5 num_labels propagation are different config problems." + "reason": "Different config propagation/attribute bugs in different models." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but they affect different models and likely different loading paths." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated: distributed optimizer-state corruption vs a cache-strategies typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different issues entirely: SGD argument handling vs Trainer import conflict." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different areas: cache/layer update semantics vs broad import errors after upgrade." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering judgment is mostly conservative, but one soft-edge rationale is not grounded in the packet: the `issue:43064` vs `issue:44492` reason mentions a \"noisy logging message,\" which is actually `issue:46298`, not `issue:44492` (`Typo in Cache strategies`). That evidence mix-up is enough to reject. The rest of the summary is broadly plausible, and the accepted CLIP pair looks reasonable, but the output needs that incorrect pair rationale fixed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16106,8 +16210,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -16120,23 +16224,25 @@ "issue:42898", "issue:43010", "issue:43064", + "issue:43065", "issue:43502", "issue:43575", "issue:43618", "issue:43723", + "issue:43824", "issue:43867", "issue:43874", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", "issue:44077", "issue:44112", "issue:44222", "issue:44246", "issue:44355", "issue:44360", - "issue:44492", + "issue:44387", + "issue:44485", "issue:44556", "issue:44734", "issue:44855", @@ -16145,8 +16251,6 @@ "issue:44964", "issue:45071", "issue:45125", - "issue:45278", - "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -16156,27 +16260,22 @@ "issue:45850", "issue:46202", "issue:46285", - "issue:46365", "issue:46617", "issue:46664" ], "soft_pairs": [ - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:44075|issue:46365", - "issue:43010|issue:45278", "issue:44355|issue:44855", "issue:44938|issue:45071", - "issue:43867|issue:45375", "issue:43867|issue:46202", + "issue:43867|issue:45375", "issue:36683|issue:43064", "issue:42890|issue:45561", - "issue:41669|issue:44246", "issue:43010|issue:45850", + "issue:41669|issue:44246", "issue:36296|issue:43575", + "issue:43867|issue:45357", "issue:43010|issue:43976", "issue:43618|issue:44077", - "issue:43867|issue:45357", "issue:43992|issue:45478", "issue:28282|issue:33453", "issue:43618|issue:46285", @@ -16190,217 +16289,236 @@ "issue:43502|issue:44062", "issue:44222|issue:45125", "issue:43723|issue:44556", - "issue:44734|issue:46617" + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "4d6eca840a19d73fbe1b3b53ab595c8c94400f6bdf5520b5f76982de59d67260", + "prepared_review_unit_hash": "89c89febcdadb9fc1fae9147f8b87d02f7fa9379fd7848d0566910a74140dc88", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36253, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is a loose grouping of transformers v5 regression reports, mostly centered on import/loading failures and model/config compatibility breakages. The strongest representative issue is the broad upgrade-regression report, while the soft pairs are not the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the broadest and most representative report: it summarizes many import failures after upgrading from 4.57.0 to 5.5.0, matching the overall cluster theme better than narrower model-specific or API-specific reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best captures the cluster\u2019s shared failure mode (post-v5 import/load regressions across models), making it a good umbrella issue for deduping related reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both are Qwen/encoder loading problems, but they describe different concrete failures: missing embed_tokens.weight vs a Qwen3.5 Moe from_pretrained error. Too different to treat as the same bug." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "One is a trainer/FSDP/PEFT optimizer-state corruption bug; the other is a cache-strategy typo. Same broad v5 area, but not the same code path or fix." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Optimizer arguments not being used is unrelated to importing Trainer being blocked by datasets. No shared underlying defect." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Decorating cache/layer update methods with no_grad is a specific training/memory-safety change, while 45278 is a broad import-error regression report. Not the same issue." - }, + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35777, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "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 one duplicate set. The only plausible duplicate pair is the import-time slowdown report around `import transformers`; the rest are different bugs across loading, config, tensor-parallelism, tests, and model-specific regressions.", + "confidence": 0.67, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the cluster: it identifies a specific import-performance problem and a specific code-path (`import *` in model packages) that plausibly explains the slowdown reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest representative issue here because it is specific, actionable, and tied to the only near-duplicate pair with a clear fix direction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and a Python 3.13 torch.jit parsing/IndentationError are different failure mechanisms." + "reason": "Both are import-time failures, but one is about compiled Python files and the other is a `torch.jit.script` parsing/indentation problem in DebertaV2; different code paths." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Both involve Python/version compatibility, but one is a load failure on Python 3.14 and the other is a PretrainedConfig type-checking regression in v5.4.0. Not the same bug." + "reason": "One is a Python-version load failure, the other is a `PretrainedConfig` type-checking regression; same broad area, not the same bug." }, { "left": "issue:43867", - "right": "issue:45375", + "right": "issue:46202", "accept": false, - "reason": "Model loading with sorted state_dict and a missing vision-config field are unrelated Qwen3.5 failures." + "reason": "`state_dict` loading failure and Gemma pipeline roundtrip/tokenization failure are unrelated subsystems." }, { "left": "issue:43867", - "right": "issue:46202", + "right": "issue:45375", "accept": false, - "reason": "State-dict sorting causing load failure and a Gemma pipeline roundtrip issue are distinct model/data-path problems." + "reason": "A generic model-load error and a missing `Qwen3_5MoeVisionConfig` field are different model/config bugs." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size is a config-attribute bug; the other is optimizer-state mismatch under FSDP2/PEFT. Different layers of the stack." + "reason": "`Gemma3Config.vocab_size` missing and the FSDP2/PEFT optimizer-state bug are different layers of the stack." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A missing set_seed in a flaky model integration test is unrelated to xdist workers racing on captured_info.txt in testing utilities." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Removing import-* usage to reduce import time is a performance/refactor issue; import transformers taking long sometimes is a separate symptom and not the same concrete change." + "reason": "One is a flaky test due to missing `set_seed()`, the other is an xdist race on a captured-info file; both are test issues but not the same bug." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Both are broad complaints about v5 breakage, but one is a specific no_grad decoration request and the other is a generic 'too many models break' meta issue." + "reason": "`@torch.no_grad` on cache updates is a specific code fix; the other is a vague broad complaint with no shared concrete failure." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to `import transformers` being unexpectedly slow, and the `import *` removal in models is a plausible direct fix for that exact slowdown." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and OOM when loading Qwen2-57B-A14B-Instruct with tp are related only at a high level; the concrete causes are not established as the same." + "reason": "Tensor-parallel training bug versus Qwen2-57B loading OOM; both mention TP, but the failure modes and code paths differ." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "`state_dict` load ordering and Qwen3.5 save-pretrained visual-key corruption are different regressions." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad is a code-path-specific safety fix; Python 3.9/3.10 compatibility for Transformers 5.1.0 is a version-support issue." + "reason": "`no_grad` on cache/layer updates is unrelated to a Python 3.9/3.10 compatibility issue." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions no longer assigned and PatchTSMixer post_init being optional are unrelated model-specific API regressions." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "A general load-model state_dict ordering bug and incorrect visual encoder keys in Qwen3.5 save_pretrained are different save/load defects." + "reason": "Missing CLIP attentions output and an `optional post_init` restriction in PatchTSMixer are unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and the Qwen3.5 Moe from_pretrained error affect different model families and different loading paths." + "reason": "A missing `embed_tokens.weight` in UMT5 and a Qwen3.5 MoE `from_pretrained` error are different model-loading bugs." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel requiring PyTorch and tokenizer loading regression are both import/load issues, but they are distinct failure modes with different dependencies and code paths." + "reason": "PyTorch import missing for `AutoModel` and tokenizer loading regression are not the same issue." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text-model structure divergence are both CLIP-related, but they are different API changes and fixes." + "reason": "One is a missing attentions assignment, the other is a structural mismatch between CLIP text model classes." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions missing and LwDetrImageLoss AMP/CUDA crash are unrelated model/runtime bugs." + "reason": "CLIP attentions handling and an AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "The DSA indexer discussion and DeepseekV3MoE divergence describe completely different components and problems." + "reason": "A discussion about the DSA indexer and a DeepSeekV3MoE implementation divergence are different topics." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky SAM HQ test due to missing seeds is unrelated to loading Phi-4 multimodal with the latest transformers." + "reason": "A seeding-related test flake and a latest-transformers model load failure do not share a concrete bug." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness and a GraniteSpeech stale device override CI failure are different test issues with different root causes." + "reason": "A test-seed flake and a GraniteSpeech device-override CI failure are separate test regressions." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Missing set_seed in tests and auto_mappings referencing removed configs are unrelated." + "reason": "Missing `set_seed()` in SAM-HQ tests and stale auto-mapping references for Sam3LiteText are unrelated." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "A missing image-patch helper in GLM46V and a trust_remote_code cache FileNotFoundError are different multimodal loading problems." + "reason": "Missing `get_number_of_image_patches` in an image processor and a cache FileNotFoundError for trust_remote_code are different load-path bugs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only being ignored and AddedToken getting duplicate 'special' args are unrelated tokenizer/utilities bugs." + "reason": "`local_files_only=True` still making API calls and duplicated `AddedToken(..., special=...)` kwargs are unrelated tokenizer/loading issues." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are separate model capability issues." + "reason": "FP8 `save_pretrained` for MoE models and a missing tensor-parallel plan are different problems." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and inability to reload a checkpoint after upgrading are both version-regression reports, but not the same concrete bug." + "reason": "Both involve loading regressions in v5, but one is tokenizer loading and the other is checkpoint reload compatibility after version upgrades; too broad to merge." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crashing in transformers serve and a cache-loading FileNotFoundError for trust_remote_code models are different serving/loading failures." + "reason": "KV-cache continuation crash in `transformers serve` and a cache FileNotFoundError are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization reserved-memory growth and checkpoint reload compatibility are unrelated regressions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A cache-update autograd fix and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "An import-name error for Qwen2.5 VL and a trust_remote_code cache FileNotFoundError are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44485", + "accept": false, + "reason": "FP8 MoE save-pretrained behavior and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "`state_dict` loading and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load error and missing vision-config field are not the same underlying problem." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is largely heterogeneous, and the only clearly plausible duplicate pair is issue:41669 with issue:44246 about slow `import transformers` caused by `import *` in model imports. The rejected soft pairs are stated conservatively and the distinctions match the issue titles/descriptions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16412,8 +16530,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -16429,7 +16547,6 @@ "issue:42548", "issue:42757", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43475", @@ -16445,7 +16562,6 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", "issue:44556", "issue:44655", @@ -16455,9 +16571,11 @@ "issue:44961", "issue:45071", "issue:45125", + "issue:45362", "issue:45375", "issue:45468", "issue:45478", + "issue:45850", "issue:46132", "issue:46143", "issue:46144", @@ -16466,19 +16584,15 @@ "issue:46664" ], "soft_pairs": [ - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:43824|issue:46617", - "issue:43502|issue:44485", "issue:43576|issue:46132", "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:42548|issue:44351", "issue:45125|issue:45375", + "issue:42548|issue:44351", "issue:43010|issue:43232", - "issue:43502|issue:44222", "issue:30990|issue:31795", + "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:43827|issue:44961", "issue:30333|issue:36296", @@ -16497,277 +16611,254 @@ "issue:44485|issue:44961", "issue:43576|issue:44938", "issue:44908|issue:44961", - "issue:44222|issue:44230", "issue:36296|issue:43901", + "issue:44222|issue:44230", "issue:46143|issue:46144", "issue:36296|issue:43526", "issue:43475|issue:46617", "issue:41628|issue:42548", "issue:44315|issue:46209", - "issue:44485|issue:46664" + "issue:44485|issue:46664", + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "715ed05dbfb54fd33a6bb04f797c1bc70715353c08764b10c0b4f575828320a1", + "prepared_review_unit_hash": "c3f238976baee1a3c7a85ada26c339aaa7eaa781e92b737be65e86e46c71aa6a", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38114, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "soft_pair_count": 36, + "serialized_chars": 37163, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers issues: imports, model loading, docs, schedulers, quantization, and model-specific regressions. There is no clear single duplicate cluster; issue 43576 is only the broadest hub among the soft links, not a true shared root cause.", + "summary": "This set is mostly a loose collection of transformers regressions, import/export breakages, and docs issues. None of the proposed soft pairs look like true duplicates or the same concrete change, so I would not merge any of them.", "confidence": 0.89, - "canonical_issue_reason": "No single issue is a real canonical duplicate target across the cluster. Issue 43576 is the closest hub only because it sits near several v5-regression reports, but its env-command failure is not the same root cause as the others.", + "canonical_issue_reason": "issue:45850 is the closest umbrella candidate because it explicitly describes broad v5 breakage across many models, which best matches the cluster\u2019s general regression theme, even though it is still very vague.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43576 is the best representative by connectivity and breadth, but it still does not unify the cluster into one underlying bug.", + "best_issue_reason": "issue:45850 is the best representative issue for this cluster because it is the broadest current report of the shared \u2018v5 breaks models\u2019 theme; the rest are mostly specific, unrelated sub-bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Both are v5-era failures, but one is int4/OOM memory behavior and the other is checkpoint reload compatibility; different bugs." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Unrelated code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "ImportError for a specific model class vs FileNotFoundError when loading trust_remote_code from cache; not the same issue." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only network leakage vs GLM-5 RoPE implementation; different subsystems and symptoms." - }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command in v5 vs AttentionInterface.register behavior change; same broad release, different bug." + "reason": "Different code paths: CLI/env command breakage vs AttentionInterface.register behavior. Same project, not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE loading, but one is missing _tp_plan for tensor parallelism and the other is a broader from_pretrained error; not enough to merge." + "reason": "Both mention Qwen3.5 MoE loading, but one is tensor-parallel _tp_plan support and the other is a from_pretrained regression; too different to treat as one bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated failures." + "reason": "Unrelated failures: MLflow reporting on training failure vs tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs slowdown after upgrading Transformers; distinct symptoms and code paths." + "reason": "One is about compiled Python file execution errors; the other is a performance regression after upgrade. No shared underlying bug." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Importing PreTrainedModel vs importing HybridCache; both import errors but for different symbols." + "reason": "Different model-specific issues: tensor parallel planning vs a missing config field in Qwen3.5 MoE vision config." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Tensor-parallel plan missing for Qwen3_5Moe vs missing deepstack_visual_indexes in config; different model fields." + "reason": "Both are import errors, but for different symbols and likely different missing exports; not the same concrete failure." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache/Layer update no_grad issue vs generation kwargs update after sync_gpus; separate generation concerns." + "reason": "Both touch generation internals, but one is about no_grad decoration on cache updates and the other is about _update_model_kwargs_for_generation after sync_gpus. Not the same bug." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Offline/local-files-only network issue vs FP8 moe save_pretrained bug; different functionality." + "reason": "Sentence-transformers loading stall vs documentation confusion for forward inputs; unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Loading gets stuck for Sentence Transformers vs documentation confusion in model.forward; unrelated." + "reason": "Local-files-only network leakage vs FP8 moe save_pretrained bug; different subsystems and symptoms." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network access despite local_files_only vs an unrelated issue titled racoon; no shared bug." + "reason": "The second item is not a relevant duplicate of the first; there is no shared bug or code path." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() vs unrelated racoon issue." + "reason": "Docs still referencing removed pipeline API vs an unrelated issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Failed-job MLflow reporting vs tensor parallel training bug; different areas." + "reason": "MLflow reporting vs tensor-parallel training bug; no overlap in behavior or code path." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE model loading regression vs checkpoint reload incompatibility after version upgrade; not the same root cause." + "reason": "Both are version-related loading regressions, but they concern different model families and failure modes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors vs PretrainedConfig type checking; unrelated." + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors vs pipeline save_pretrained failure; different problems." + "reason": "Execution of compiled Python files and saving Pipeline objects are distinct problems." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 90B Vision model loading breakage; both loading-related but different models and failure modes." + "reason": "Different loading regressions affecting different artifacts and likely different loader paths." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs tokenizer loading regression; unrelated." + "reason": "Flash Attention support for XLM-Roberta is unrelated to a tokenizer-loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "is_offline_mode import failure vs broken env command; different breakages." + "reason": "Importing is_offline_mode from huggingface_hub and a broken transformers env subcommand are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command vs PretrainedConfig type-checking regression; not the same bug." + "reason": "CLI/env command breakage vs PretrainedConfig type-checking; no shared underlying change." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with model_init vs DSA indexer lacks ReLU; unrelated." + "reason": "Liger Kernel model_init behavior and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Env command breakage vs Qwen2.5 VL import error; different commands and code paths." + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration import are not the same bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion about forward args vs ImportError for layer_type_validation; documentation vs API export bug." + "reason": "Documentation confusion in a model forward signature vs an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated issue titled racoon vs Gemma-4 audio positional encoding bug." + "reason": "These titles describe unrelated topics; no shared underlying bug." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import error vs cache FileNotFoundError for trust_remote_code; both cache/import themed but different failures." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different failure modes." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation vs unrelated racoon issue; no overlap." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command vs Python 3.14 loading failure; different issues." + "reason": "RoPE implementation discussion is unrelated to the racoon issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated racoon issue." + "reason": "Scheduler kwargs bug vs an unrelated issue." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; related domain but not the same concrete bug." + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Tensor parallel training bug vs docs still mentioning return_all_scores; unrelated." + "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support; too different to merge as one bug." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "RoFormer kwargs propagation bug vs RoFormer attention not using the attention interface; adjacent but distinct." + "reason": "One is about kwargs not propagating through RoFormer methods; the other is attention-interface integration. Related area, but not the same concrete bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug vs BeitImageProcessorFast reduce_labels returning one label; unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute vs trust_remote_code cache FileNotFoundError; different model/load paths." + "reason": "SAM3 video encoder attribute mismatch and trust_remote_code cache loading are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure vs PreTrainedModel import failure; both imports but different missing symbols." + "reason": "Both are import errors, but for different public symbols; no evidence they share the same root cause." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel model_init issue vs FP8 inference on B200; unrelated implementation areas." + "reason": "Liger Kernel application with model_init and FP8 inference on B200 are separate issues." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE bug vs SmolVLM num_frames meaning inconsistency; unrelated model-specific issues." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash is not the same concrete issue as a broad meta-report that v5 breaks too many models." } ] }, @@ -16786,8 +16877,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -16829,7 +16920,6 @@ "issue:45230", "issue:45278", "issue:45341", - "issue:45362", "issue:45381", "issue:45478", "issue:45542", @@ -16841,7 +16931,6 @@ "issue:46664" ], "soft_pairs": [ - "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44623|issue:45230", "issue:44360|issue:46664", @@ -16854,23 +16943,23 @@ "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:43572|issue:45850", "issue:44230|issue:46095", "issue:44556|issue:45092", - "issue:43572|issue:45850", "issue:45278|issue:45850", "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:42890|issue:44908", "issue:43408|issue:44315", + "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44704|issue:44908", "issue:43976|issue:44393", + "issue:44704|issue:44908", "issue:44908|issue:45071", - "issue:44297|issue:45230", "issue:44295|issue:45230", + "issue:44297|issue:45230", "issue:41669|issue:44351", "issue:44492|issue:46328", "issue:41669|issue:45341", @@ -16883,280 +16972,304 @@ "issue:44315|issue:44829", "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "76b7305fca47565e695b749088ace364ce46bf73268541b4f38b302d1eddc764", + "prepared_review_unit_hash": "1018b334709d17c89197d3f086faf435029a63a11e4babe16bb6ccdcfa8d8056", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39432, - "estimated_input_tokens": 9858, - "estimated_eval_tokens": 19972 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38597, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by broad Transformers v5 regression complaints, but the individual issues mostly point to different concrete failures (model-specific, import/loading, config, processor, or docs). No soft pair looks like a safe duplicate/merge candidate for a PR.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall regression theme, even though it is not a true duplicate of the others.", + "summary": "This cluster is a loose mix of Transformers v5 regression reports, import/lazy-loading complaints, model-specific breakages, and a few unrelated bugs. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and can represent the general 'v5 breaks many models' regression theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most central/general issue for the cluster because it captures the shared v5-breakage theme across multiple reports without being tied to one model or utility.", + "best_issue_reason": "issue:45850 is the best global representative because it is open-ended and captures the widest range of v5 regression symptoms, even though it is not very actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Same general v5 frustration, but one is a specific Qwen chat crash and the other is a broad umbrella complaint." - }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache regression vs. a cache-strategy typo; different bugs." + "reason": "Both mention cache-related areas, but one is a GenerationMixin chunked_prefill cache bug and the other is a typo in cache strategy text; not the same code-path." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific processor save_pretrained file loss vs. a generic bug report." + "reason": "45230 is too generic to establish the same processor.save_pretrained missing-files bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "Completely different subsystems: DSA/indexer vs. video processor frame semantics." + "reason": "Completely different topics: DSA indexing discussion vs video num_frames semantics." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import mechanics vs. TensorFlow backend detection; no same code path." + "reason": "Lazy-loading/import behavior versus TensorFlow backend detection; different failures." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3-family models, but one is model support and the other is tensor-parallel metadata." + "reason": "Different Qwen3-VL/MoE issues: one is a general bug report, the other is missing tensor-parallel plan." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both are import/lazy-loading adjacent, but the symptoms and concrete failure modes differ." + "reason": "Both touch import/lazy loading, but one is a generic lazy-loading failure and the other is unsafe sys.modules access; not clearly the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL image issues, but hallucination/bbox output is not the same bug as an infinite loop on one image." + "reason": "Both are Qwen-related vision bugs, but one is 2D bbox output errors and the other is an infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output bug vs. a v5 PretrainedConfig type-checking regression." + "reason": "Different layers of failure: model output hallucination/error versus PretrainedConfig type-checking regression." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Both are video-related, but they affect different models and different notions of position/frame handling." + "reason": "Both involve video processing, but one is wrong vision_position_ids and the other is inconsistent num_frames semantics." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI/env command breakage vs. checkpoint reload compatibility; related to v5, but not the same bug." + "reason": "One is the `transformers env` command; the other is checkpoint reload compatibility after upgrade." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* performance problem vs. cache-missing generation regression; different issues." + "reason": "Import-time performance from star imports is not the same as the v5 chunked_prefill cache bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific missing config attribute vs. a broad v5-breakage umbrella." + "reason": "Specific missing pad_token_id on Llama4Config versus a broad v5 regressions umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig pad_token_idx regression versus a generic broad complaint." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support request for Qwen models vs. DeepSeek weight-conversion question; unrelated." + "reason": "FP8 inference support request versus a weight conversion question; not a duplicate bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern loading older checkpoints in v5, but they target different checkpoint styles and failure causes." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "StableLm pad-token config regression is model-specific and not the same as the broad umbrella complaint." + "reason": "Both are upgrade/reload compatibility problems, but one is generic checkpoint reload failure and the other is remote-code meta-init incompatibility." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regression reports, but one is about import errors after upgrade and the other is a general claim that many models break." + "reason": "General import errors after upgrade versus a broad 'many models break' complaint; related theme but not same issue." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache typo is a localized docs/code issue, not the broad v5 breakage umbrella." + "reason": "A typo in cache strategy docs/API is not the same as the broad v5 regression umbrella." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API warning and cache-strategy typo are unrelated." + "reason": "TF32 API guidance versus cache-strategy typo; unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time performance regression vs. inability to import a specific Qwen module." + "reason": "Both are import-related, but one is star-import bloat and the other is missing Qwen3_5 module export." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Test flakiness due to missing seeds vs. scheduler kwargs being ignored; unrelated." + "reason": "Sam3 tracker class mismatch versus Liger Kernel not applied with model_init; unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Model-type mismatch warning vs. Liger Kernel not applied with model_init; different concerns." + "reason": "Missing set_seed in tests versus scheduler kwargs propagation; different bugs." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import takes long sometimes vs. lazy loading malfunction; related area, but not the same concrete bug." + "reason": "Import slowdown and lazy-loading failure may be adjacent, but the reports are not specific enough to confirm the same defect." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention-2 support error vs. Qwen3-VL bounding-box output bug; different failures." + "reason": "Flash Attention 2 support limitation versus Qwen3-VL 2D bbox output issue; unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Environment CLI breakage vs. scheduler argument handling; no shared bug." + "reason": "`transformers env` command versus scheduler kwargs bug; unrelated." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Processor cached_file kwargs forwarding vs. inverse_sqrt scheduler kwargs; unrelated." + "reason": "Python version support regression versus a Qwen3-VL output bug; unrelated." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Python version support issue vs. multimodal bounding-box error." + "reason": "Processor kwargs forwarding bug versus learning-rate scheduler kwargs bug; different code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg bug vs. PretrainedConfig type checking regression." + "reason": "Scheduler kwargs propagation versus config type-checking regression; unrelated." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch vs. generic bug report." + "reason": "Position_ids buffer access error versus a generic bug report; no duplicate evidence." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer read error vs. generic bug report." + "reason": "Tokenizer class mismatch on save versus a generic bug report; no match." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Import-* performance regression vs. missing HybridCache import; different import-related bugs." + "reason": "Liger Kernel application issue versus flash_attention_3 training degeneration; different symptoms and code paths." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44351", + "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs. feature-extractor padding performance issue." + "reason": "Missing HybridCache export versus a broad v5 breakage complaint." }, { - "left": "issue:41669", + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA discussion versus video processor frame-count semantics; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug versus PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Import-* slowdown vs. a small testing_utils bug." + "reason": "Unsafe sys.modules access in modeling_utils versus a small testing_utils bug; unrelated." }, { - "left": "issue:43976", + "left": "issue:45092", "right": "issue:45850", "accept": false, - "reason": "Python support regression vs. broad v5-breakage complaint." + "reason": "Specific remote-code/meta-init incompatibility versus a generic broad regression umbrella." }, { - "left": "issue:44393", + "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL-family failures, but not the same concrete error path." + "reason": "Both are Qwen3.5 MoE-related, but one is missing `_tp_plan` and the other is a generic from_pretrained error; not enough to treat as the same bug." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Python version compatibility issue vs. missing module import." + "reason": "Generic import errors after upgrade and broad v5 breakage are related in theme but not the same issue." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:45341", + "right": "issue:41669", "accept": false, - "reason": "Optional post_init validation vs. tied-weights helper crash; unrelated." + "reason": "Testing utility bug versus import star-usage performance issue; unrelated." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Docs still referencing removed pipeline() vs. scheduler kwargs bug." + "reason": "Both are video-related, but the concrete bugs differ: vision_position_ids vs num_frames meaning." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:45478", + "right": "issue:45850", "accept": false, - "reason": "Documentation confusion vs. tokenizer loading regression; only loosely related to model API usage." + "reason": "Qwen3.5 MoE from_pretrained failure is a specific model bug, not the same as the broad v5 complaint." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:45542", + "right": "issue:45753", + "accept": false, + "reason": "TensorFlow backend import error versus Qwen3_5 image-specific loop; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:45850", + "accept": false, + "reason": "Specific infinite-loop image case versus a broad v5 regression umbrella." + }, + { + "left": "issue:46095", + "right": "issue:46218", + "accept": false, + "reason": "Weight conversion question versus module import failure; unrelated." + }, + { + "left": "issue:46328", + "right": "issue:44492", "accept": false, - "reason": "Liger Kernel application in training setup vs. flash_attention_3 causing degenerate training; not the same defect." + "reason": "SequenceFeatureExtractor.pad performance bug versus cache-strategy typo; unrelated." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:46664", + "right": "issue:45850", "accept": false, - "reason": "Broken env command vs. lazy loading malfunction; both are v5-era issues, but different code paths." + "reason": "Video processor num_frames inconsistency is specific and not the same as the broad v5 breakage report." } ] }, @@ -17175,8 +17288,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -17232,8 +17345,8 @@ "issue:43519|issue:46655", "issue:44360|issue:45468", "issue:44655|issue:44861", - "issue:45230|issue:45310", "issue:44273|issue:44908", + "issue:45230|issue:45310", "issue:43576|issue:46218", "issue:43519|issue:44485", "issue:43519|issue:44908", @@ -17273,292 +17386,286 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "b68388c7da49a2c2946e4d2f710bb59c3b0fcdc90148cd029d542d7a13d42e82", + "prepared_review_unit_hash": "e141f4403daaaf2627267e747425096fb48cf0349b71e2c118b2e64472c0c826", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 43, - "serialized_chars": 39013, - "estimated_input_tokens": 9754, - "estimated_eval_tokens": 19764 + "serialized_chars": 39011, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad subsystem or version-related similarities, but none look like the same concrete bug/change closely enough to merge. The broadest umbrella issue is the general v5 breakage report.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45850 is the strongest umbrella report: it broadly captures many regressions introduced by 5.0, making it the most plausible anchor for nearby duplicates.", + "summary": "These items are mostly unrelated issue reports from different models, commands, and code paths. The soft-similarity links look like false positives, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous, and the soft-similarity pairs do not indicate the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 has the widest scope and is likely to attract related duplicate reports; the others are narrower, more specific, or unrelated.", + "best_issue_reason": "issue:43519 is the closest thing to a representative anchor because it is a concrete, well-scoped bug report, but it is not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but they concern different models and different failure modes (timestamp math vs padding math)." + "reason": "Both are processor-related, but they describe different bugs in different models: timestamp math vs video padding." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different model components and unrelated bugs: DSA indexer activation vs Gemma audio positional encoding config." + "reason": "DSA indexer ReLU and Gemma4 audio positional encoding are unrelated subsystems and failures." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both relate to saving/loading internals, but one is pipeline save_pretrained and the other is tied-weights key handling; not the same bug." + "reason": "Save-pretrained file loss and tied-weight key crashes are different code paths." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "The first is an unspecified generic bug report; the second is a specific Qwen3.5 MoE from_pretrained regression." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated issues." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated code paths." + "reason": "A generic bug report is not the same as a specific Qwen3.5 from_pretrained failure." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "One is a broken CLI/env command, the other is a missing model import; different problems." + "reason": "Broken env command and missing Qwen3_5 import are different API surface failures." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model bugs: Qwen3VL processor timestamp calculation vs GLM-5 RoPE implementation." + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Processor timestamp logic and scheduler kwargs handling do not overlap." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf regression and VRAM leak are different issues in different code paths." + "reason": "Import-star performance cleanup and a VRAM leak in Qwen3ForCausalLM are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4 related, but one is gating logic and the other is a tensor conversion/transposition bug." + "reason": "DeepSeek-V4 gating and a tensor transpose/dtype issue are different defects." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs an actual model-loading regression; not the same underlying bug." + "reason": "Documentation confusion about forward args is not the same as a model-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "One is slow from_pretrained checkpoint loading; the other is confusing forward docs." + "reason": "Slow checkpoint loading and confusing forward docs are different problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leakage and RoPE implementation are unrelated bug classes." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific implementation issues, but they affect different architectures and code paths." + "reason": "These are both position/encoding themed, but they target different models and different failures." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage is not the same concrete issue as a specific Qwen3_5ForCausalLM import failure." + "reason": "A broad 'v5 breaks models' report and a specific import error are not the same bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and video timestamp calculation are unrelated." + "reason": "Local-files-only network leakage and timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance and a Qwen3ForCausalLM VRAM leak do not match." + "reason": "TF32 configuration guidance and a VRAM leak do not share a concrete code path." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different bugs." + "reason": "Processor timestamp math and missing files in save_pretrained are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "DSA indexer split behavior and Gemma audio positional encoding are unrelated." + "reason": "torch.split return values and audio positional encoding are unrelated implementation bugs." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + "reason": "CPU offload device mismatch is not the same as Gemma4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight conversion question are not the same change." + "reason": "Continuous batching for audio models and a DeepSeek-V4 weight conversion question are different topics." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Both mention model internals, but they are different architectures and different missing-configuration problems." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Video processor timestamp math and multi-thread VRAM leak are unrelated." + "reason": "Missing rms_norm_eps in MLA layernorm and Gemma4 audio positional encoding are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Missing Flash Attention 2.0 support and a model import failure are different problems." + "reason": "Flash Attention support for NemotronH and a Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is a broad behavior difference and the other is a specific decoder-type bug." + "reason": "Both concern tokenizer v5 behavior, but one is a regression report and the other is a decoder-type bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific while the other is a generic feature request." + "reason": "Specific GPT2 Flash Attention support and a generic Flash Attention 2.0 request are not the same issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same bug." + "reason": "Scheduler kwargs handling and the placeholder 'Unemployment' issue are obviously unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the placeholder report." + "reason": "A cache-strategy typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and the placeholder report are unrelated." + "reason": "CLIPOutput attentions regression has nothing in common with the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The placeholder issue contains no concrete bug and is not the same as the broad v5 regression report." + "reason": "The placeholder issue does not match the broad v5 breakage report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure is unrelated to the placeholder report." + "reason": "Python 3.14 loading failure and the placeholder issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and apply_chat_template tool-call crashes are different code paths." + "reason": "Tied-weight key crashes and chat-template tool-call crashes are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in a config and tied-weight key handling are unrelated." + "reason": "Missing pad_token_id on Llama4Config is unrelated to tied-weight key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are different failures." + "reason": "Slow from_pretrained loading and a missing import symbol are unrelated problems." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update and tied-weight key handling are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as tied-weight key crashes." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 model support and processor.save_pretrained missing files are different issues." + "reason": "FP8 support for Qwen3-VL and missing processor save files are different features/issues." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0 related, but they target different models and different levels of support." + "reason": "Both mention Flash Attention 2.0, but they concern different models and separate support requests." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." + "reason": "MLflow reporting on failed jobs and checkpoint load slowness are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading and tensor-parallel training bugs are different problems." + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different failures." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "fp8 inference support and a Qwen3.5 MoE from_pretrained regression are not the same bug." + "reason": "FP8 support for Qwen3-VL and a Qwen3.5 MoE from_pretrained error are not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are only loosely related and not the same concrete issue." + "reason": "Slow checkpoint loading and tokenizer loading regression are different loading problems." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and fp8 Qwen3-VL/Qwen3.5 MoE support are different feature requests." + "reason": "Continuous batching for audio models and FP8 inference support are unrelated." } ] }, @@ -17577,8 +17684,8 @@ "review_unit_count": 56, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-473", "nodes": [ @@ -17606,106 +17713,106 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "8840a61ba2865c98265e7039292dc328c5e08137d248c3ae53764beaa7d50696", + "prepared_review_unit_hash": "ba705fc553224067c5e16fcae7e5a07f0f918f3b09f2ee904ea0dd8006c4a432", "component_budget": { "node_count": 473, "item_count": 473, "soft_pair_count": 1738, - "serialized_chars": 901437, - "estimated_input_tokens": 225360, - "estimated_eval_tokens": 450976 + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 + "serialized_chars": 8607, + "estimated_input_tokens": 2152, + "estimated_eval_tokens": 4560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues span unrelated models and bug classes (norms/config, tokenizers, loss plumbing, gated experts, attention implementation). None of the soft-similarity pairs look like the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the issues span unrelated models, configs, warnings, and attention/loss bugs. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 42936 is the most concrete, user-facing bug report with a clear affected model and an actionable symptom, making it a reasonable representative for the cluster even though the cluster itself is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 42936 is the strongest standalone issue candidate: it describes a specific incorrect behavior in Mask2former with enough detail to guide a fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init_weights behavior is unrelated to RoFormer attention not using the attention interface." + "reason": "Different models and code paths: Mamba init/weight handling versus RoFormer attention interface usage. No indication they describe the same bug." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different models and different bugs." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "An incorrect type hint on ModernBERTConfig norm_eps is unrelated to tokenizer regex warning regressions." + "reason": "ModernBERTConfig type-hint correctness and tokenizer regex warnings are distinct configuration versus runtime warning issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value in Mask2Former is not the same as kwargs not being forwarded to a loss function." + "reason": "One is a model-specific ignore_value bug; the other is about kwargs not being forwarded to a loss function. Different failure modes and code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are distinct code paths." + "reason": "Loss-function kwargs forwarding and RoFormer attention interface usage are unrelated implementation bugs." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings have no common underlying bug." + "reason": "Mask2former ignore_value handling does not overlap with tokenizer regex pattern warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different architectures and different failure modes." + "reason": "These concern different architectures and defects; no shared concrete bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to a typo in a quantization operation name." + "reason": "Mask2former ignore_value and a typo in quantization_operation are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and fixing a config type hint are unrelated." + "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint in a config class." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and quantization-operation naming are unrelated issues." + "reason": "A type-hint error in ModernBERTConfig is not the same as a typo in quantization operation naming." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about whether Llama4TextL2Norm should be RMSNorm is not the same as a ModernBERT type-hint bug." + "reason": "RMSNorm semantics in Llama4TextL2Norm and a ModernBERT norm_eps type hint are different issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing do not describe the same bug." + "reason": "These are unrelated: model ignore_value usage versus config type-hint correctness." } ] }, @@ -17724,8 +17831,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17738,52 +17845,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "c2f3895dc22c280d157a87d513f7db316e5ee48c1ced77cbabd6cb0ff06b4f59", + "prepared_review_unit_hash": "ddf203159f6fe60295b13bf7b09dc717dd034adbfd9b7b8d9160d1884985558f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one asks for tokenizer truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word boundary offsets.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, but the cluster does not actually contain a single underlying bug/feature shared by all three issues.", + "summary": "These three issues are clearly unrelated: one is about tokenizer truncation behavior, one asks for ReduceLROnPlateau-like scheduler functionality, and one concerns Wav2Vec2 word boundary timestamps. No duplicate cluster is present.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the topics are different subsystems and different user problems, so any one issue would be a poor representative.", "canonical_pr_reason": null, - "best_issue_reason": "10519 is the best representative only in the sense that it is the clearest standalone feature request; however, it should not be treated as a true duplicate canonical for the other two issues.", + "best_issue_reason": "None of these is a good global representative because the cluster is heterogeneous rather than a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature areas: tokenizer truncation behavior vs. Wav2Vec2 word-offset extraction. No shared bug or code path." + "reason": "Tokenizer truncation options and Wav2Vec2 word timestamps are unrelated features with no shared bug or code path." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: text truncation strategy vs. learning-rate scheduler functionality. They do not describe the same underlying change." + "reason": "Truncation strategy and learning-rate scheduler behavior are different areas of the library and do not describe the same underlying issue." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler feature request and Wav2Vec2 timing-offset request are unrelated and would not be merged as one change." + "reason": "A scheduler feature request and Wav2Vec2 time-offset extraction are unrelated; they are not plausible duplicates." } ] }, @@ -17802,8 +17909,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17815,7 +17922,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "de205c5bb6c18949f77f68d042f8e2799c5396769ca3d7db97f6b7d4079d0e17", + "prepared_review_unit_hash": "e3afaa49fbf7141006770e9e74e1c7df14c0e97ab7d09300849980210873be3c", "component_budget": { "node_count": 3, "item_count": 3, @@ -17837,24 +17944,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three separate issue reports: a Tapas tokenization discrepancy, a private-model login/error-message problem, and a generic model loading failure. The only superficially related pair is the two model-loading issues, but their symptoms and likely root causes do not match closely enough to treat as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: 13244 is about tokenization behavior, while 15980 and 16618 concern model download/loading, and they do not describe the same concrete bug.", + "summary": "The cluster appears to mix unrelated issues: one about TAPAS tokenization parity and two about model-loading / download failures. The two model-loading issues are similar at a high level, but the available titles are not enough to confirm they are the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:16618 is the broadest and most representative of the model-loading failure side of the cluster, with a user-facing title that likely captures the common symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative; 16618 has the broadest title, but it is still not a clean stand-in for the other issues because it targets a different failure mode than 15980 and is unrelated to 13244.", + "best_issue_reason": "issue:16618 is the best overall issue to keep because it is the clearest, most generic representation of the likely shared model-loading problem; issue:13244 is clearly a separate tokenization bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch for Tapas vs. a generic model load failure are different code paths and different symptoms." + "reason": "Different problem domains: TAPAS tokenization parity versus a model load failure. The titles do not indicate the same bug or a mergeable shared fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model loading, but 15980 is specifically an unauthenticated private-model download/error-message issue, while 16618 is a broader bert-base-uncased load failure." + "reason": "Both involve model loading/downloads, but one is specifically about a private-model auth error while the other is a generic 'can't load bert-base-uncased' report. Not enough evidence they are the same underlying bug." } ] }, @@ -17873,8 +17980,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17884,7 +17991,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "88a26c04d2f184501ee74b46162da220d1ea524ac0bbc17c9723ca196e65b288", + "prepared_review_unit_hash": "d0cbe2514e12d7d7e2314508b12103695db092447d7904b281d103a09110e5d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17906,18 +18013,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature requests in the same broad area of model/runtime support, but they do not describe the same underlying change. One asks for Flash Attention 2 support across more architectures; the other asks for GGUF support across more architectures.", + "summary": "These are two unrelated community-contribution feature requests: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share only a broad \"more architectures\" theme, not the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical duplicate issue: the titles and descriptions point to different feature work and different code paths (Flash Attention 2 vs GGUF support).", + "canonical_issue_reason": "No clear duplicate/canonical relationship: the issues request different features for different subsystems and architecture support paths.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue #26350 is the better anchor because it has much higher discussion activity, but it is not a true canonical for #33260 since the requests are unrelated.", + "best_issue_reason": "Neither issue is a global canonical for the other; if forced to pick a representative, either would only represent its own feature area, not the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: these are distinct feature requests with different underlying changes and target different functionality; they are not duplicates." + "reason": "Reject: they concern different enhancements in different code paths (Flash Attention 2 vs GGUF). Similar wording about architectures is too broad to indicate the same underlying change." } ] }, @@ -17936,8 +18043,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17976,184 +18083,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "51882bfe4676d7aa79680a550c151fe9ce2b226e5860f083fc83ea5446f18d7a", + "prepared_review_unit_hash": "826d98b6a886234a2c92d1c01b8987dd361312eed67fbcea6ab57631d30fc55c", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13528, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13528, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several distinct translation-request issues for different languages, plus two small true-duplicate subclusters (the generic template issues and the identical Thai-titled issues).", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43834 is the clearest representative of the repeated generic template subcluster ('[i18n-] Translating docs to '); the language-specific translation requests are separate items, not duplicates of it.", + "summary": "This cluster is mostly i18n docs-translation requests that look similar because they share the same boilerplate, but they are not the same underlying change when the target language differs. I only consider the two identical Thai-titled issues a likely duplicate pair.", + "confidence": 0.79, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best issue representative because it is the most generic and centrally duplicated template form, whereas the concrete language requests are distinct translation tasks.", + "best_issue_reason": "issue:43834 is the most central representative of the generic i18n template subgroup, but the cluster overall is mixed across different language requests so it should not be treated as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same i18n theme, but Turkish vs. a generic template issue; different underlying request." + "reason": "Different translation requests; shared boilerplate is not enough to make them the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish request and generic template request are not the same issue." + "reason": "Different translation requests; not the same target language or concrete change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish translation request is distinct from the generic placeholder template issue." + "reason": "Looks like the same i18n template family, but not the same underlying language-specific request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian); separate translation requests." + "reason": "Turkish vs Romanian translation requests are distinct." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish); not the same underlying issue." + "reason": "Turkish vs Spanish translation requests are distinct." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request does not duplicate the generic template issue." + "reason": "Different language request; similarity comes from shared template text." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language-specific request versus generic template; not a duplicate." + "reason": "Different language request; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request and generic template issue are not the same underlying task." + "reason": "Different language request; too much boilerplate overlap." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the generic template issue." + "reason": "Romanian request and generic template issue are not clearly the same concrete change." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request is not the same as the generic template issue." + "reason": "Romanian request and generic template issue are not the same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Concrete Romanian request and generic template request are different issues." + "reason": "High text similarity appears to be template reuse, not the same language request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different content and likely different request; not the same underlying issue." + "reason": "Different language/request content; not the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled issue." + "reason": "Different language/request content; not the same issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Both are the same generic placeholder template issue with matching wording and no language-specific distinction." + "accept": false, + "reason": "Near-identical boilerplate, but no evidence they target the same language or change." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic template title/body pattern; likely duplicate clones of the template issue." + "accept": false, + "reason": "Near-identical boilerplate, but the requests are not confirmed identical." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic translation template and the Thai-titled issue are not the same request." + "reason": "Different request text; similarity is too generic to merge." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic template issue does not match the Thai-titled request." + "reason": "Different request text; not enough to conclude same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Identical generic placeholder translation issue; same underlying item." + "accept": false, + "reason": "Same template family, but not proven to be the same specific translation request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic template issue and Thai-titled issue are different requests." + "reason": "Different request text; no clear duplicate evidence." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic template issue and Thai-titled issue are different requests." + "reason": "Different request text; no clear duplicate evidence." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic template issue and Thai-titled issue are not duplicates." + "reason": "Different request text; no clear duplicate evidence." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic template issue and Thai-titled issue are not the same underlying request." + "reason": "Different request text; no clear duplicate evidence." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "These are identical Thai-titled issues with matching structure, so they look like true duplicates." + "reason": "Same Thai-titled request with identical body length and near-identical metadata, so these look like the same issue duplicated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet evidence: it distinguishes the language-specific translation requests, groups the identical generic template issues together, and treats the Thai-titled pair as a duplicate subcluster. The soft-edge verdicts are conservative and do not overclaim beyond the visible titles/body similarities." + "feedback": "The analysis is grounded in the packet and stays conservative. It correctly treats the Turkish/Spanish/Romanian/template issues as similar boilerplate but not confirmed duplicates, and the Thai pair is the only one with direct strong evidence of duplication (identical title, identical body length, and perfect soft similarity)." }, "evaluator_used": true, "retried": false, @@ -18169,8 +18276,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-18", "nodes": [ @@ -18235,274 +18342,256 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "ab7f4abb56cb759d383c6bf4ccfc89e9440223d20b5054dcb4995e48eebba9f0", + "prepared_review_unit_hash": "47b90230f3ba12d7ddd337df15b2b15bf09498dd7baccad0eba5071dc4fdea78", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose family of model-addition/support requests, but the artifacts are not true duplicates. They mostly share the same broad 'add support for model X' pattern rather than the same underlying bug or code change.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43837 is one of the most central and connected requests in the set, so it is the best single anchor if a representative issue is needed; however, it is still only a representative, not a duplicate of the others.", + "summary": "This cluster is mostly a loose set of model-request issues with some thematic overlap (BERT-family models, audio/ASR/TTS models, and a few vision-language models), but they do not describe the same concrete change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 42738 is the broadest umbrella-style request in the set (generic BERT-like models with RoPE) and is the closest representative of the recurring BERT-family subset, though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "43837 is a good cluster representative because it sits near the center of the similarity graph and is a concrete, specific support request rather than a generic placeholder.", + "best_issue_reason": "Issue 42738 is the best single representative issue because it is the most general model-request thread among otherwise disparate model additions; it is not a true duplicate hub, just the least specific item.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models and different requested integrations; only the generic model-addition theme overlaps." + "reason": "Different model requests: EuroBert config vs DEIMv2. Same broad \u201cadd a model\u201d theme, but not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support vs Qwen3 TTS support are unrelated changes." + "reason": "EuroBert model config and Qwen3-TTS support are unrelated model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families entirely; not the same bug or change." + "reason": "EuroBert config vs RF-DETR model; different architectures and code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests with different code paths." + "reason": "RF-DETR and DEIMv2 are different models, not one shared implementation change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different model families and modalities; no common concrete fix." + "reason": "RF-DETR is a detector; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support and weight-sparse transformer support are unrelated." + "reason": "RF-DETR model add vs weight-sparse transformer request; different underlying changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different models and different feature requests; same broad 'add support' pattern only." + "reason": "RF-DETR and Qwen3-ASR target different model families and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3 TTS are unrelated additions." + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3 ASR are distinct model integrations." + "reason": "NeoBERT vs Qwen3-ASR; both are model requests, but not the same model or fix." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different model architectures and different implementation work." + "reason": "NeoBERT model support and sparse-transformer support are distinct changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio are unrelated requests." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model support tasks." + "reason": "RF-DETR and NeoBERT are unrelated models; no shared concrete bug/change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests, not one change." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are separate model additions, not the same change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 support and Qwen3 ASR support are different model integrations." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated code changes." + "reason": "MiniCPM3 model architecture vs OpenAI sparse transformer; no shared implementation target." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model families; similar request shape only." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different models and different target behavior; not mergeable as one fix." + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3 TTS are different model requests with no shared concrete bug." + "reason": "DEIMv2 and Qwen3-TTS are different models and different tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3 ASR are unrelated support requests." + "reason": "ModernVBERT models vs Qwen3-ASR; same general domain of model support, but not the same concrete change." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3 TTS are different model additions." + "reason": "ModernVBERT support and Qwen3-TTS support are separate model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a generic BERT-like RoPE request are not the same underlying change." + "reason": "Both are BERT-family themed, but one is generic RoPE support and the other is ModernVBERT-specific; not a duplicate." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic RoPE-related BERT-like request and Voxtral TTS support are different features." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Model architecture request vs unrelated personal-name issue; no overlap." + "reason": "BERT-like model support vs an unrelated personal-name issue; no overlap." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same Qwen3 family, but TTS and ASR are different modalities and implementation paths." + "reason": "TTS support vs ASR support are adjacent audio tasks, but they are different model integrations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3 TTS and Voxtral TTS are different model support requests, not one fix." + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-4B-TTS are different models with different code paths." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Audio TTS support vs DeepSeek-OCR2 support are unrelated." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Different model families and different requested functionality." + "reason": "TTS support and sparse-transformer support do not describe the same underlying change." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3 TTS and LFM2.5 Audio are distinct audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-adjacent, but they are distinct model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3 ASR and LFM2.5 Audio are different model integrations." + "reason": "ASR support vs audio model support; related domain, different implementation." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE support are unrelated model requests." + "reason": "ASR support and EUPE vision-language encoder support are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3 ASR and weight-sparse transformer support are different changes." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "Audio model support and SAM3-LiteText support do not share the same underlying fix." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink option are different code paths." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer support and EUPE support are unrelated model requests." + "reason": "ASR support and weight-sparse transformer support are different changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3 ASR and Voxtral TTS are separate audio-model support requests." + "reason": "ASR and TTS are both speech tasks, but these are different model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT support and Voxtral TTS support are unrelated model additions." + "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 model families and different code paths." + "reason": "ASR support and OCR2 support are different tasks and models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests, even though both are vision-language related." + "reason": "EUPE and TIPSv2 are both vision-language style requests, but they are separate models with different changes." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and the unrelated name issue do not match any shared bug or change." + "reason": "ModernVBERT models and the unrelated closed issue by name do not describe the same change." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the unrelated name issue are not duplicates." + "reason": "Voxtral TTS support and the unrelated closed issue by name are not duplicates." } ] }, @@ -18521,8 +18610,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -18532,12 +18621,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "5f76c80171f44e59f657b934e611e41bf2184a087e0037235417077562cfeea3", + "prepared_review_unit_hash": "8571e182f4a76469a0812f8a86ea7497fbc7ab6086917f949be1f8c2e37e5206", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18545,7 +18634,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18554,18 +18643,18 @@ "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, and the other is a Vision RoPE refactor. They do not describe the same bug or change.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. They concern different subsystems and different kinds of work.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the titles and implied scopes are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive engineering task, but neither issue is a good duplicate canonical for the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scope: docs/framework listing versus a Vision RoPE code refactor. No shared target, filename, or underlying problem." + "reason": "Different domains and intent: documentation/integration request versus a Vision RoPE code refactor. No shared code-path or concrete bug/change." } ] }, @@ -18584,8 +18673,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -18595,12 +18684,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "140262fdef78d1e5db59209b6debbeb0823075d65aa42ccf513eddf0f92141c4", + "prepared_review_unit_hash": "d66c09a91be15d5c366f18d7e67bafcdddc086dcae72236382be7e38272d8193", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18608,7 +18697,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18617,18 +18706,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about Set Block Decoding, the other requests DeepSeek v3.2 support. They describe different problem areas with no shared targets or filenames.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue for deduping here; the issues are unrelated and should remain separate.", + "summary": "These two issues do not look like duplicates: one is a generic request around block decoding, the other is a model-specific request for DeepSeek v3.2 support.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, #43037 is the better one because it is more specific and actionable; #41084 is too terse and broad.", "canonical_pr_reason": null, - "best_issue_reason": "If a single representative is needed, issue 43037 is the clearer product request, but it is not the same underlying issue as 41084.", + "best_issue_reason": "#43037 is the strongest standalone issue due to its clearer feature scope and target, making it more useful as a canonical tracker than #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics: decoding behavior vs model compatibility/support request; no evidence they describe the same bug or change." + "reason": "Different underlying requests: generic block decoding behavior vs. support for a specific model version. No shared filenames, targets, or code-path evidence suggests the same bug/change." } ] }, @@ -18647,8 +18736,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18658,7 +18747,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2824152c316bd9502a8162fedf90f47900dbe18ee8d3fa7c30204c61ce6f599b", + "prepared_review_unit_hash": "eceebc70dd926bd1f802a05eb7fdcb6c361117acc47b59885008a3689082a603", "component_budget": { "node_count": 2, "item_count": 2, @@ -18680,18 +18769,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by the Trainer/custom trainer theme, but they describe different problems: one is about `remove_unused_column` customization, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43598 is the broader, more representative Trainer customizability request, while #43600 is a separate FLOPS-estimation concern.", + "summary": "These two issues are related to Trainer customization, but they describe different bugs: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the more concrete and narrowly scoped report, centered on `remove_unused_column` behavior in `Trainer`.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better cluster representative because it centers on Trainer behavior customization rather than a narrower metrics-estimation detail.", + "best_issue_reason": "Issue 43598 is a better representative for this cluster because it states a specific Trainer customization pain point rather than a broader estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the custom-trainer context, but the underlying problems are different: unused-column handling vs FLOPS estimation. They would not be fixed by the same change." + "reason": "They concern different code paths and fixes: unused-column removal/custom trainer behavior vs FLOPS estimation for custom trainers. Shared Trainer context is not enough to make them the same underlying bug." } ] }, @@ -18710,8 +18799,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18721,7 +18810,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "6a8c1bd73ce3609c2d8ba9683efa94068f155bb1f43113d62c63888f7ab9d455", + "prepared_review_unit_hash": "9b89e93c84470f8ef64f724815fcf513269594a67947037a47289ea3e0723573", "component_budget": { "node_count": 2, "item_count": 2, @@ -18743,18 +18832,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a very high level (both about adding Qwen model support), but they target different model families and different APIs/tasks, so they should not be treated as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different models and different heads.", + "summary": "These are two different feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more central model-registration request and is the better representative of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the broader infrastructure-style request, but it is not a duplicate of #44405; the two issues should remain separate.", + "best_issue_reason": "Issue 43684 best captures the cluster\u2019s main theme of adding auto-class support for a Qwen model; issue 44405 is a separate, narrower head-support request for a different config.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. They do not look mergeable into one fix." + "reason": "Different Qwen variants and different auto-model targets; this does not look like the same underlying bug or change." } ] }, @@ -18773,8 +18862,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18791,12 +18880,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c7076139e2be8500a39b0ac5d4eb87a7a43b06f0ddc9f3c2ccd7b4f95df5a8da", + "prepared_review_unit_hash": "d369d97bee38b2f0ef34783f7e7d2fbfc434b364b8d717178f24601584408532", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18804,7 +18893,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -18813,58 +18902,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same near-empty title \"huggingface\" and are likely duplicates; the \"Fett\" issue appears unrelated and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43845 is the earliest of the three nearly identical \"huggingface\" reports, so it is the best canonical issue among that duplicate set.", + "summary": "These are too underspecified to safely deduplicate: one issue has a different title ('Fett') and the three 'huggingface' issues only share a generic title with no supporting body, targets, or code references. I would not merge any pair on the available evidence.", + "confidence": 0.17, + "canonical_issue_reason": "issue:43845 is the least-bad representative only because it is the earliest of the repeated 'huggingface' reports and is closer to the cluster\u2019s shared wording than 'Fett'; confidence is very low due to missing body details.", "canonical_pr_reason": null, - "best_issue_reason": "Among all issues in the cluster, 43845 is the strongest representative of the duplicate huggingface reports; 43835 does not match the same topic.", + "best_issue_reason": "issue:43845 is the best issue candidate among the set for the same reason: it is the earliest repeated 'huggingface' title and has no evidence that the others describe a different concrete problem; still not a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "The titles do not indicate the same underlying problem; \"Fett\" is unrelated to the repeated \"huggingface\" reports." + "reason": "Only weak title similarity; 'Fett' and 'huggingface' do not provide enough evidence that they are the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No evidence that \"Fett\" refers to the same bug or request as the repeated \"huggingface\" issues." + "reason": "No substantive overlap beyond generic soft similarity; no body, target, or reference evidence ties these together." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title/topic; this does not look like the same underlying issue." + "reason": "Different titles with no supporting details, so there is no basis to treat them as duplicates." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, same vague topic, and close creation times strongly suggest duplicate reports of the same issue." + "accept": false, + "reason": "The titles are identical, but there is still no body or reference evidence confirming the same bug or request; that is not enough to merge confidently." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "These are indistinguishable from the available data: same title and no differing details." + "accept": false, + "reason": "Generic repeated title alone is insufficient; no concrete shared problem is described." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same short title and no contradicting evidence; likely the same underlying report." + "accept": false, + "reason": "Identical generic titles are not enough on their own without any supporting description or code references." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: 43835 has a different title/topic, while 43845/43846/43859 all share the same title and high soft-similarity. The canonical choice of the earliest huggingface issue is conservative enough. No soft-edge verdict appears to overstate evidence materially." - }, - "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 }, @@ -18876,8 +18962,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18898,95 +18984,98 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2d97391a820649c875fb00aca473091a743ede9975242c1b062d7a244ee9af3a", + "prepared_review_unit_hash": "6b310da2d13f802db7188046234da6f2639c539fe334de87bbfd9bbd9ceeb6ca", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five items are low-information closed issues, but their titles point to different things: generic spam placeholders, a documentation suggestion, and a \u201cGoogle LLC\u201d promo-style post. There is no convincing duplicate cluster here.", - "confidence": 0.95, - "canonical_issue_reason": "No strong canonical issue exists because the titles do not describe the same underlying bug or request; if a placeholder must be chosen, issue 44371 is the most generic and earliest spam-like entry.", + "summary": "This cluster is dominated by low-signal spam-like issues; the only clear duplication is among the identical \"\" reports, but there is no substantive bug/change to unify across the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the earliest of the identical \"\" issues and is the cleanest representative of the only obvious duplicate subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "None of these issues is a good global representative for a duplicate cluster, since they are not clearly about the same problem and lack meaningful bodies or targets.", + "best_issue_reason": "Issue 44371 is the best issue anchor because it matches the other identical spam placeholder reports exactly and appears earliest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying issue or change; titles alone are identical generic noise." + "accept": true, + "reason": "Both are identical \"\" placeholder issues, so they look like the same underlying spam report." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Same as above: identical spam placeholder titles are not enough to conclude duplicate intent or the same concrete topic." + "accept": true, + "reason": "Both are identical \"\" placeholder issues, so they look like the same underlying spam report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a generic spam placeholder and the other is a documentation enhancement suggestion; these are different issue types and topics." + "reason": "Titles differ and one is a documentation request while the other is a spam placeholder; no shared underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam placeholder versus a specific \u201cGoogle LLC\u201d promotional title; no shared underlying bug or request is evident." + "reason": "The titles are unrelated; \"Check out \\\"Google LLC\\\"\" is spammy but not the same report as \"\"." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement suggestion does not match a generic spam placeholder; no shared concrete issue is visible." + "reason": "A documentation enhancement and a spam placeholder are not the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement suggestion and spam placeholder are unrelated, with no evidence of the same bug or change." + "reason": "A documentation enhancement and a spam placeholder are not the same issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Both are spam placeholders, but that is too generic to establish they are the same underlying issue; no concrete duplicate evidence." + "accept": true, + "reason": "Both are identical \"\" placeholder issues, so they look like the same underlying spam report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and \u201cCheck out \u2018Google LLC\u2019\u201d look like different low-quality posts, not the same issue." + "reason": "The titles are unrelated; the Google LLC phrasing is a different spam submission from the generic \"\" placeholder." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional-sounding post; no indication they describe the same underlying problem." + "reason": "The titles are unrelated; the Google LLC phrasing is a different spam submission from the generic \"\" placeholder." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated subgroup is the three identical \"\" issues, and the rejected pairs are conservative given the differing titles. No PR merge claim is being made, so the analysis is appropriately scoped." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18998,8 +19087,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -19009,12 +19098,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "569aecf18080f78e9e46867fd7d8efa3d744d3e8b253c476e492aed9d3ebb83b", + "prepared_review_unit_hash": "0388e7a58f9adf8d999b58e551ad4b013432c09fc79d5a24947ee4da7c388d2b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19022,7 +19111,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19031,24 +19120,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates of the same energy-efficiency proposal, with identical titles and highly similar content. Issue #45145 is the better canonical thread because it was opened first and has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the earliest report and already has an inbound reference, so it is the best canonical issue for this duplicated topic.", + "summary": "These two closed issues appear to be duplicate reports with the same title and very similar content. Issue #45145 is the better canonical issue because it was opened first; #45151 looks like a near-identical duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the earlier report and has the same title/content pattern as #45151, so it is the best canonical issue for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest single issue to keep because it predates #45151 and appears to be the original discussion thread for the same request.", + "best_issue_reason": "#45145 is the strongest single issue to keep as the representative record: it predates #45151 and describes the same underlying request/report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar issue content; they look like duplicate reports of the same underlying energy-reduction proposal." + "reason": "Same exact title and highly similar bodies; these look like duplicate reports of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s conclusion is grounded in the packet: the issues share the exact same title, have soft similarity evidence, and #45145 is earlier with one inbound reference. The duplicate/canonical-issue reasoning is conservative enough here, and I don\u2019t see an overstatement beyond the available evidence." + "feedback": "The summary is grounded in the packet: both closed issues have the same title, similar body lengths, and soft-similarity evidence supports a duplicate relationship. Treating #45145 as the canonical earlier report is conservative and supported by the creation timestamps." }, "evaluator_used": true, "retried": false, @@ -19118,8 +19207,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -19129,7 +19218,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "150f663c93d6b2777d299cd7c30b0b62c0cf4b0096614d2380f1bafe55f49b36", + "prepared_review_unit_hash": "9f790a242dc34c44583a4e665dc9603475c8fb59043684d9f489db9eccb2c692", "component_budget": { "node_count": 2, "item_count": 2, @@ -19151,18 +19240,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues both happen during 4-bit inference, but they describe different failure modes and likely different root causes: one is a torch.finfo() TypeError on uint8 audio-module weights, the other is an AssertionError caused by llm_int8_skip_modules dropping the default lm_head exclusion.", + "summary": "Both artifacts report 4-bit inference failures, but they appear to be different bugs: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that removes the default `lm_head` exclusion and triggers an AssertionError. They should not be merged.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical duplicate stands out here; the issues target different code paths and fixes despite overlapping in 4-bit inference.", + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a broader configuration regression in 4-bit inference, with a clear mechanism and likely wider impact than the Gemma4-specific failure in #45672.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the clearer representative of the cluster because it states a specific configuration regression and an explicit failure condition, making it more actionable as the reference issue.", + "best_issue_reason": "Issue #45674 is the strongest representative of the cluster because it is the more general, actionable bug report and is not tied to one model or module layout.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: these are different bugs. 45672 is a dtype/torch.finfo failure in Gemma4 audio modules, while 45674 is a BitsAndBytesConfig skip-module regression causing an lm_head assertion." + "reason": "Different root causes and failure modes: one is a Gemma4 audio-module dtype/finfo error on uint8 weights, the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError. Same broad area (4-bit inference) is not enough to treat them as duplicates." } ] }, @@ -19181,8 +19270,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -19192,7 +19281,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "4385fa75ec3d2d25251c46a042418aea3159bdc1baf016b54ba0d3b36b4e1693", + "prepared_review_unit_hash": "a5ac76416e24d4582ed954edbe7b04470cca6be704b16d35c9e35469cbac6652", "component_budget": { "node_count": 2, "item_count": 2, @@ -19214,18 +19303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues do not look like duplicates of the same bug/change; they appear to be unrelated name-and-date entries with no shared context or problem description.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: there is no evidence these reports describe the same underlying problem.", + "summary": "These are two empty, closed issues with different personal-name/date titles and no shared content or explicit linkage; they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because the titles/body provide no shared defect or change context.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the only similarity is the format of the titles; there is no description, target, or other evidence that they report the same issue." + "reason": "Only soft title similarity is present; the names and dates differ, and there is no body, discussion, target, or other evidence that they describe the same issue." } ] }, @@ -19244,8 +19333,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -19255,7 +19344,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "80709f98ec6ca8de142c8db9e251ceebe93e61b487ec287f92dde91304d90913", + "prepared_review_unit_hash": "f2d8387fa8a0b747e63916b97a0e93fb02139cd2da0ad5b30bda2d852ef23fb1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19277,18 +19366,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated low-information records (different names and dates) and do not appear to describe the same bug or request.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are both closed, empty, and appear to be unrelated personal-name/date entries rather than the same bug report. No duplicate relationship is supported beyond a weak soft similarity signal.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue contains any substantive description or shared technical context; if one must be kept as a representative, issue 45764 is marginally earlier, but there is no strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a clear canonical choice; both are standalone and unrelated, with no substantive content linking them.", + "best_issue_reason": "Neither issue is a good canonical duplicate target because both are content-free and unrelated in apparent topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial similarity in the title pattern; the names and dates differ and there is no evidence of the same underlying issue." + "reason": "The titles are different names with different dates and there is no body text, code context, or explicit linkage indicating the same underlying bug or request." } ] }, @@ -19307,8 +19396,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -19318,12 +19407,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "e79bfe723f4cae4c9b1ec2f3c9506e5ef96acaba87423d0e6a4887245307ffab", + "prepared_review_unit_hash": "93949c8aaf68fa43975b48aa8f8c35d5050895b4a0a3e4d5183c79795f65d830", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19331,7 +19420,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19340,18 +19429,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open feature requests: one asks for a Qwen3_5 token-classification head, the other asks for FP8 training support. The similarity is superficial and they do not appear to describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the two items request different features in different areas of the stack (model head support vs FP8 training).", + "summary": "These two open issues are unrelated: one requests adding Qwen3_5ForTokenClassification, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No duplicate canonical issue: the requests target different features and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45810 is the more concrete, implementation-oriented request; 46295 is a separate training feature and not a duplicate.", + "best_issue_reason": "issue:45810 is the more specific, self-contained feature request; issue:46295 is broader and about training infrastructure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests with no shared code path or explicit linkage; one is for Qwen3_5 token classification, the other for FP8 training support." + "reason": "Different topics and implementation areas: model class support vs FP8 training support. They are not the same underlying issue." } ] }, @@ -19370,8 +19459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -19391,91 +19480,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b6c98c744ebbe8c4977b34266aaf8ff9d83ef3b121278f7ac193b06943c568b7", + "prepared_review_unit_hash": "91c7fe3ec84de48f145ce98a71e4cc21abd68f893ed67fc82041b991bd0df3c9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster looks like two likely duplicate issue pairs plus one separate issue: 45870/45871 share an identical title and body length, and 45872/45873 do as well, while 45869 is a different dataset-sample request. The metadata supports high similarity / likely duplication, but not a definitive exact-duplicate claim.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue for the whole cluster; the evidence supports two highly similar pairs (45870/45871 and 45872/45873) and one separate issue (45869), but the packet alone does not prove exact duplication.", + "summary": "The set contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different financial-data sales/sample post and is not the same underlying request as the others.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest representative of the more specific 'Financial time series + scraping service' thread, though its match with 45873 should be treated as highly similar rather than definitively exact from the provided metadata.", + "best_issue_reason": "No single canonical issue spans the whole set; the closest representatives are 45870 for the 'Example: Financial time series prediction with DataForge' pair and 45872 for the 'DataForge: Financial time series + scraping service' pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different requests: a financial dataset bundle vs. a time-series prediction example. Related domain, but not the same underlying issue." + "reason": "Different artifact types/content: dataset sample promotion versus a DataForge example issue; same financial domain but not the same underlying bug or change." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: a financial dataset bundle vs. a time-series prediction example. Not the same underlying issue." + "reason": "Different artifact types/content: dataset sample promotion versus a DataForge example issue; not the same underlying request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Highly similar and likely the same request: identical title and identical body length strongly suggest a duplicate, though the metadata does not by itself prove exact duplication." + "reason": "Exact duplicate titles and matching metadata/body size indicate the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + "reason": "Both mention financial time series, but one is an example issue and the other is a scraping-service request; these are different underlying topics." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + "reason": "Different concrete request: example prediction walkthrough versus financial time series + scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + "reason": "Different concrete request: example prediction walkthrough versus financial time series + scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request scopes: a prediction example vs. a scraping-service integration request." + "reason": "Different concrete request: example prediction walkthrough versus financial time series + scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Highly similar and likely the same request: identical title and identical body length strongly suggest a duplicate, though the packet only supports a conservative likely-duplicate reading." + "reason": "Exact duplicate titles and matching metadata/body size indicate the same service-related issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is a bit too strong for the evidence in the packet. The packet shows identical titles, equal body lengths, and high soft-similarity for 45870/45871 and 45872/45873, but it does not directly establish they are exact duplicates. The conservative read is that those pairs are highly similar / likely duplicate, not definitively exact duplicate. Because the analyst\u2019s canonical and best-issue reasons rely on that stronger claim, I would reject and ask for softer wording grounded only in the provided metadata." + "accept": true, + "feedback": "Grounded overall: the packet clearly supports two exact-duplicate pairs (45870/45871 and 45872/45873) via identical titles and matching body lengths, while 45869 is a different dataset-sample post. The soft-edge rejections between the two topic clusters are conservative and consistent with the metadata. No overstatement detected." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19488,8 +19577,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19499,7 +19588,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "132b15eda3023096b614e4f0a9f0766c61064c843b992670137effa48dc23f15", + "prepared_review_unit_hash": "795733179f69a92f98358ae5b1924989b0803663b24ecc3fd8e3e0b09da5af48", "component_budget": { "node_count": 2, "item_count": 2, @@ -19521,27 +19610,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to static-cache failures around linear attention, but the packet does not show enough shared evidence to confirm they are duplicates. The safer read is that they may be adjacent symptoms or the same area of breakage, not the same grounded bug report.", - "confidence": 0.58, - "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) rather than one model-specific crash symptom.", + "summary": "Both issues concern static-cache failures around `linear_attention`, but they describe different concrete breakages: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. Related, but not clearly the same bug.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 46439 is the broader, more framework-level report: it names the offending `early_initialization` path and the resulting shape/runtime failure in linear-attention layers.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46439 is the strongest standalone tracker since it names the suspected root cause and the resulting shape corruption more directly, making it more useful for triage and eventual fixing.", + "best_issue_reason": "46439 is the best representative issue because it is more general and actionable, while 46441 reads like a model-specific symptom of a static-cache/linear-attention lookup failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The evidence is only soft similarity; there are no shared files, explicit targets, or body details here tying both reports to the same failure path. They may be related, but duplication is not confirmed from the provided packet." + "reason": "They overlap on static cache + linear-attention, but one reports wrong-shape corruption during initialization and the other reports a `KeyError: 'linear_attention'`; different failure modes, so not safe to merge as duplicates." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The duplicate verdict is too strong for the evidence in the packet. The pair only has soft similarity and no shared files/targets or body details here, so saying they are the same bug or the same failure path overstates what is grounded. A more conservative read would be that they may be related, but duplication is not confirmed from the provided evidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19554,8 +19640,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -19565,12 +19651,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "06093e7828b568d7eb96bd27305844ee7e0bd6443acb0eb2aae66066cd4cd3d1", + "prepared_review_unit_hash": "0b9e436821dac0a6a07337fefe04da9f82ec11ee1c158be3fac4afa3c9e5c389", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19578,7 +19664,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -19587,27 +19673,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to describe the same Wav2Vec2CTCTokenizer v5 regression, with identical titles and body lengths and only a soft-similarity signal supporting the match. The open issue is the better tracker, while the closed one looks like the older report in the pair.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is open and already has inbound references, so it is the best living tracker for the shared bug.", + "summary": "These two issues are effectively identical duplicates: same title, same body length, and no distinguishing evidence beyond one being closed and the other open with references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the better canonical target because it is the open copy and already has inbound references, making it the more active tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the strongest issue to keep for triage because it is open, has inbound references, and matches the same reported tokenizer regression.", + "best_issue_reason": "Issue 46552 is the best issue to keep because it is open, actively referenced, and appears to be the primary thread for the duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical title and body length, plus the soft-similarity signal, strongly suggest the same underlying tokenizer bug; however, this is a conservative same-bug match rather than evidence of an explicit duplicate relation." + "reason": "Same title and same described bug; no evidence of distinct scope or behavior, so they are the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair looks highly similar and likely refers to the same bug, but the verdict overstates the evidence by calling one a closed duplicate of the other. The packet only supports identical titles/body length, a soft-similarity signal, and that one issue is closed while the other is open with inbound references; it does not explicitly establish a duplicate relation. The canonical/open-tracker choice is reasonable, but the soft-edge reason should stay more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet: the titles are identical, the body lengths match, and the open issue has inbound references while the closed one does not. The soft-edge verdict is appropriately conservative given the available evidence, and there are no PR mergeability concerns here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19615,7 +19701,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19667,82 +19753,184 @@ "pull_request:44827|pull_request:46662", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "dca316b3c0ecf08766bb6301ee847674a797e862743b6475b00ec41879392297", + "prepared_review_unit_hash": "f5348bb5922399d36eb2a3d4a27792c95166968b297f5434b5cdde4fde54074a", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 24, - "serialized_chars": 41943, - "estimated_input_tokens": 10486, - "estimated_eval_tokens": 21228 + "serialized_chars": 41945, + "estimated_input_tokens": 10487, + "estimated_eval_tokens": 21230 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 24, - "serialized_chars": 41943, - "estimated_input_tokens": 10486, - "estimated_eval_tokens": 21228 + "serialized_chars": 41945, + "estimated_input_tokens": 10487, + "estimated_eval_tokens": 21230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated open PRs were grouped by weak textual similarity across model additions, docs, and tests. The only true duplicate pair is the two `fixed_cross_entropy` kwargs fixes for issue #43240; the rest should stay separate.", - "confidence": 0.91, + "summary": "This cluster is mostly a mix of unrelated feature/model PRs linked only by loose topical similarity. The only true duplicate pair is the two fixed_cross_entropy patches in loss_utils.py; everything else should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the clearest representative of the only real duplicate pair: it directly targets issue #43240 and implements the `cross_entropy` kwargs pass-through in `loss_utils.py` with a fuller change set.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the only real duplicate pair: it directly targets issue 43240 and implements the fixed_cross_entropy kwargs passthrough in the shared file.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest cluster representative overall because it is the only PR with a clear shared bug target and the most direct, complete fix. The other PRs are unrelated feature additions or tests and are not good canonical choices.", + "best_pr_reason": "PR 43251 is the best standalone representative for the shared loss-utils fix because it has the explicit issue link and the broader, more direct implementation.", "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs executorch dynamic-shape test; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods vs executorch export tests; same broad library, but not the same underlying bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API fix vs new MobileLLM model addition; clearly separate changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; different models and different failure modes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-utils keyword passthrough vs Mistral4 test/model work; not the same code-path problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 fixes; unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46662", + "accept": false, + "reason": "MobileLLM model addition vs SmolVLM video padding fix; different models and subsystems." + }, { "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-collection refactor; different features." + }, + { + "left": "pull_request:43995", "right": "pull_request:46662", "accept": false, - "reason": "Different changes in different domains: adding a new MobileLLM model vs fixing SmolVLM video padding. They do not fix the same underlying bug or feature." + "reason": "Falcon refactor and SmolVLM video padding are separate model-specific changes." }, { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both PRs address the same bug in `fixed_cross_entropy` for issue #43240 and modify the same code path with nearly identical `cross_entropy` kwargs support." + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill draft; no shared bug/change." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:43995", + "right": "pull_request:44827", "accept": false, - "reason": "Mistral4 test/model cleanup and a model-creation skill are unrelated changes; sharing `modeling_auto.py` is incidental and not the same underlying fix." + "reason": "Falcon standardized-output refactor and Mistral4 tests are different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "These touch different model subsystems and solve different problems: Mistral4 test stabilization versus a CLIP-family checkpoint renaming fix." + "reason": "Mistral4 test fixes vs layrnorm->layernorm renaming; different underlying issues." }, { - "left": "pull_request:43995", + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat parsing update; unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel addition; separate features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 changes vs model-creation skill draft; not a duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs model-creation skill draft; no same underlying bug/change." + }, + { + "left": "pull_request:45213", "right": "pull_request:46662", "accept": false, - "reason": "Falcon output-interface refactoring is unrelated to SmolVLM video padding; no shared concrete bug or mergeable combined change." + "reason": "Model-creation skill draft vs SmolVLM video padding fix; unrelated." }, { - "left": "pull_request:43424", - "right": "pull_request:43823", + "left": "pull_request:45655", + "right": "pull_request:46662", "accept": false, - "reason": "Executorch dynamic-shape export tests and adding MobileLLM are unrelated; both are test/model work but not the same code-path problem." + "reason": "Config resolution order fix vs SmolVLM video padding; different problems." }, { - "left": "pull_request:41855", - "right": "pull_request:43823", + "left": "pull_request:44827", + "right": "pull_request:46662", "accept": false, - "reason": "Mistral tokenizer method additions and a new MobileLLM model are separate changes with no common bug or feature scope." + "reason": "Mistral4 fixes vs SmolVLM video padding are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch src/transformers/loss/loss_utils.py to forward weight/label_smoothing through fixed_cross_entropy for the same issue 43240; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only supported duplicate pair is PR #43251 / #43254 via shared issue #43240 and the same `loss_utils.py` path. The other pair verdicts are conservative and the reasons stay within the evidence provided, including rejecting the soft-similarity 43823 / 46662 match as unrelated bugfixes." + "feedback": "The summary is grounded in the packet: only PR 43251/43254 share an explicit issue target and the same loss_utils.py fix, while the other pairings are conservatively rejected as different features/models/subsystems. The mergeability call for 43251 and 43254 is plausible for the same bugfix, and no soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -19753,7 +19941,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19769,7 +19957,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "62123f9b5def6d19b5eb40cc8b8778dfd69b1307d7639efd7c233996d20d6802", + "prepared_review_unit_hash": "f28c5e08339ab19143904787db5f864dc0d48c3ac56f0d91c8e7b573ece6c64d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19791,18 +19979,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs around VibeVoice: one implements the base model, the other adds VibeVoice Realtime and an acoustic tokenizer. They overlap heavily in files, but they target different feature sets and code paths, so they should not be deduplicated.", - "confidence": 0.91, + "summary": "These are related VibeVoice PRs, but they target different scopes: a core VibeVoice implementation versus a later realtime extension with additional tokenizer/generation work. They are not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the broader, foundational VibeVoice implementation and appears to be the main integration point for the model family.", + "canonical_pr_reason": "PR 40546 is the broader base implementation (\u201cImplement VibeVoice\u201d), is not a draft, and has much higher review/activity. It looks like the primary upstream PR for the model family.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative of the cluster because it covers the core VibeVoice model integration; #42781 is a narrower follow-up for realtime/tokenizer support.", + "best_pr_reason": "PR 40546 is the best canonical PR because it represents the main VibeVoice integration path, while 42781 is a draft add-on for realtime support and depends on a different feature slice.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice scaffolding and auto-registry files, but the titles and diffs show different scopes: base VibeVoice implementation vs. realtime + acoustic tokenizer. Not the same concrete bug/change, and they would not plausibly merge into one PR without conflating separate features." + "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime plus acoustic tokenizer/generation changes. They share filenames because they touch the same package, but they are different concrete changes and would not plausibly be merged as one PR." } ] }, @@ -19816,7 +20004,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19832,12 +20020,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "9a080cf017a8e3a233628ebfb4a9b2ad40db5dac3e48ca2e62652637427b6dd5", + "prepared_review_unit_hash": "24067a35803181395a7e20bc55cc841e4a5c5f74c7eaebcb69bb6c8974a8a261", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19845,7 +20033,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19854,18 +20042,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same underlying code path, so the soft duplicate edge should be rejected.", - "confidence": 0.98, + "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and not a duplicate signal.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster here; the two PRs target different models and different code paths, so they should not be grouped as the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If one PR must anchor the set, 40755 is the more substantial feature addition with broader implementation context, but it is not a duplicate of 41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different changes: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug or mergeable single PR." + "reason": "Different models, different functionality, and different code paths; they do not look like the same underlying bug or change." } ] }, @@ -19879,7 +20067,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19942,7 +20130,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19958,7 +20146,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4161784d84b057f7137ff45f2bb4d4e5ec3dda38e773369190a6cdbb6bd5a942", + "prepared_review_unit_hash": "52276b481baad2f2facc8d9d36881072ad99764c9272723f4232c49fe60c7bbf", "component_budget": { "node_count": 2, "item_count": 2, @@ -19980,18 +20168,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct workflow dependency-upgrade PRs: one targets Node 24 compatibility across many GitHub Actions, the other bumps Docker/build actions and a few related workflow actions to latest versions. They overlap in files but not in the underlying change.", - "confidence": 0.87, + "summary": "Both PRs are GitHub Actions maintenance updates, but they address different toolchains and code paths: PR 42975 is a broad Node 24 compatibility refresh for general workflow actions, while PR 42976 is focused on Docker build/publish action bumps. Similar theme, not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer, broader goal (Node 24 compatibility) and a wider, more systematic workflow-action upgrade pattern.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster: it captures the main GitHub Actions maintenance theme with a specific compatibility objective, while 42976 is a narrower version-bump set.", + "best_pr_reason": "PR 42975 is the broader and more representative workflow-infrastructure upgrade, but it should not be treated as a duplicate of PR 42976 because the latter is specifically about docker/build-push-action version bumps.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they change different action families for different purposes. 42975 focuses on checkout/cache/upload-artifact and Node 24 compatibility; 42976 focuses on docker/build-push-action and a few latest-version bumps. They are not the same concrete fix and would not naturally merge into one PR." + "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while 42976 upgrades docker/build-push-action in Docker-related workflows. Same general maintenance area, but not the same underlying bug/change and not mergeable as one PR." } ] }, @@ -20005,7 +20193,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20032,7 +20220,7 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "a3d3c7a528f6d616586a5a066d2dcaf1d3bd834667ec07e79486118567d231f5", + "prepared_review_unit_hash": "63fd53606e9a10f6803c80e09c176393fbc0b5b8ce2408a1f11fa2a3e813de24", "component_budget": { "node_count": 6, "item_count": 6, @@ -20054,60 +20242,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The only close pair is Step3p7 vs its mini flash/demo follow-up, but it still looks like an auxiliary asset/script PR rather than the same change.", - "confidence": 0.78, + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only plausible duplicate-like pair is the Step3p7 implementation PR and its mini-model/assets companion PR; the rest are different models entirely.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the strongest representative of a concrete model implementation; the others are distinct model-family additions, and 46658 is only an auxiliary mini/demo asset PR.", + "canonical_pr_reason": "No single canonical duplicate across the whole cluster: ViT NEPA, Molmo, Molmo2, CTSM, and Step3p7 are different model additions. If one PR must anchor the cluster, 46562 is the closest because it has the only near-duplicate companion (46658) and contains the core Step3p7 implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best global representative because it adds the actual Step3p7 model code, docs, mappings, and tests, whereas 46658 is just supporting mini-model/demo content.", + "best_pr_reason": "46562 is the best representative only because it is the core Step3p7 model PR; the other PRs are unrelated model adds, so none is globally suitable as a canonical duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate for model onboarding, not the same bug or change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are just boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. No concrete shared code-path problem." + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is generic model-registration scaffolding only." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families: ViT NEPA vs CTSM. Similar onboarding files do not make them duplicates." + "reason": "Different model additions (ViT NEPA vs CTSM); same broad transformers repo area, but not the same underlying bug/change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related in naming but are distinct model additions with different code and test surfaces, not one duplicate change." + "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and APIs; not a single duplicate PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated additions; overlap is only in shared framework registration/docs files." + "reason": "Molmo and CTSM are separate model integrations; shared auto/docs files are incidental." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are separate model implementations, not the same underlying fix or feature." + "reason": "Molmo2 and CTSM are different model additions, not the same concrete change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model families; similarity is limited to standard auto-mapping/documentation edits." + "reason": "CTSM and Step3p7 are unrelated model integrations; they only share generic auto/docs touchpoints." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": false, - "reason": "Step3p7 model addition vs a mini flash/demo asset PR: related family, but not the same concrete code-path change and not something that would be merged into one PR." + "accept": true, + "reason": "Both PRs are about Step3p7 Flash; 46658 looks like the companion mini-model/assets/demo setup for the same model integration and could plausibly be merged into the main Step3p7 PR." } ] }, @@ -20121,7 +20309,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20156,118 +20344,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "c7b53687f78675ff398e3a33faf44b135653ed84840aa5507e59742f455d6316", + "prepared_review_unit_hash": "8fc8cbfabd70704e2aa184248b0831a26c273a925eacd175de2ac07ae6b96085", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23160, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23164, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23160, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "serialized_chars": 23164, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated PRs about Whisper tokenization/tests, FP8 dequantization, generation validation, CI infrastructure, doctest cleanup, and typo fixes. The soft similarities are mostly superficial (shared test/doc/code cleanup patterns), not the same underlying bug or change.", + "summary": "These PRs are not duplicates: they span unrelated areas like Whisper decoding, model test files, FP8 dequantization, generation validation, CI infrastructure, and typo/doc cleanups. The soft similarity links are mostly superficial filename or wording overlap, so none of the proposed pairs should be merged as the same change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate target; the set spans distinct fixes in different subsystems, so there is no clear PR to merge the cluster around.", + "canonical_pr_reason": "PR 46579 is the most coherent standalone maintenance change in the set: a broad but single-purpose typo cleanup across code paths. The other PRs are unrelated bug fixes or test/CI changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the broadest and most self-contained patch in the set, but it still addresses a different change class (code typos) than the rest and is not a good duplicate representative.", + "best_pr_reason": "PR 46579 is the best representative PR for the cluster because it is self-contained, clearly scoped, and not dependent on a narrow runtime bug or flaky test setup.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode logic vs CLIP/ViT test assertions; different subsystems and bug shapes." + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; different models and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding behavior vs FP8 dequant/core loading changes; unrelated code paths." + "reason": "Whisper decoding logic vs FP8 dequant/loading logic; no shared code path or underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization fix vs generation watermarking/validation fix; not the same bug." + "reason": "Whisper tokenizer fix vs generation watermarking validation fix; unrelated subsystems." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; different intent and scope." + "reason": "Backward-compatibility shim for tie_weights vs a typo cleanup PR; not the same change." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Synthetic test failures in model tests vs Phimoe CI infrastructure changes; unrelated." + "reason": "Bogus test-file edits in CLIP/ViT vs FP8 dequantization fix; completely different bugs." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Test-only edits in CLIP/ViT vs FP8 dequantization implementation; not duplicative." + "reason": "Bogus test edits vs generation config/watermarking validation; unrelated code paths." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Random test assertions vs generation config/Whisper runtime fix; different underlying issue." + "reason": "Bogus test edits vs Phimoe CI integration fix; not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Model test tweaks vs code typo cleanup across many files; not the same change." + "reason": "Bogus test edits vs code typo cleanup; different intent and scope." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant/loading fix vs CI memory/device-map patch for Phimoe; unrelated." + "reason": "FP8 dequantization/loading fix vs generation watermarking validation fix; unrelated functionality." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization logic vs watermarking_config validation and Whisper changes; different bugs." + "reason": "FP8 kernel/load-path fix vs CI memory/integration fix; no common bug." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 runtime fix vs typo sweep; no shared underlying code-path problem." + "reason": "FP8 dequantization fix vs typo cleanup; only broad code churn overlaps." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation fixes vs code typo cleanup; same broad theme, but not the same change." + "reason": "Doctest markdown cleanup vs code typo fixes; similar wording theme but not the same change." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/Whisper behavior fix vs Phimoe CI support work; unrelated." + "reason": "Generation watermarking validation fix vs Phimoe CI integration fix; unrelated issues." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation validation and Whisper fix vs generic typo cleanup; not mergeable as one PR." + "reason": "Generation config/runtime fix vs typo cleanup; not a duplicate." } ] }, @@ -20281,7 +20469,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20297,7 +20485,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "dffa1b6a8eb6e90d9c1d694cff83d9b1a20a3cc05bfdcf38ed9701196afa59a2", + "prepared_review_unit_hash": "213fe2a92020ff5f2251164d9168e6c0be3e8c6e095c12d112b273f519834e85", "component_budget": { "node_count": 2, "item_count": 2, @@ -20319,18 +20507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a small repo-bot/setup test change, while the other is a broader workflow/test diff. They only share a Vit test file and do not appear to fix the same concrete code-path problem.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one is a repo-bot/check formatting change around setup/dependency metadata, while the other rewires comment/CI workflows and several testing/notification paths. They only overlap on a Vit test file, which is incidental.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs are unrelated in intent and scope, with only superficial overlap in a shared test file.", + "canonical_pr_reason": "PR 43532 is the better canonical representative only because it is the broader, more discussion-heavy change; PR 43488 is a narrow bot/check tweak with different intent and code paths.", "best_issue_reason": null, - "best_pr_reason": "43532 is the stronger representative PR because it contains the more substantive functional/workflow changes; 43488 is mainly a setup/versioning test change.", + "best_pr_reason": "PR 43532 is the stronger standalone PR to keep as the representative artifact: it touches multiple workflows and testing utilities and has more substantive review/discussion, whereas 43488 is a small targeted setup/versioning change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared Vit test filename is not enough; the diffs target different areas (setup/versioning vs CI/workflow and utilities) and do not look mergeable as one fix." + "reason": "Different underlying changes: 43488 adjusts setup/versioning and test dependency metadata, while 43532 changes CI/comment workflow behavior plus testing/notification code. Shared Vit test filename is not enough to make them the same fix." } ] }, @@ -20344,7 +20532,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20360,12 +20548,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0dc4b7f684c4ef285d305e59334554ee9b20915cc8470ec86ec0bc0f753beece", + "prepared_review_unit_hash": "8167ef48c8a3dd24161ec44fdfd27dd29d33336a427b2369077a477d02f923ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20373,7 +20561,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20382,18 +20570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some docs/metadata scaffolding, but the task scope, pipeline names, and touched model/test files differ enough that they should not be deduplicated.", - "confidence": 0.97, + "summary": "These are two similar but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding files and documentation patterns, but target different tasks/models and are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes implement different pipelines for different tasks and target different code paths/models.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a true duplicate of the other; both are independent feature additions, so neither is a suitable global best for deduplication.", + "best_pr_reason": "PR 43613 is the slightly broader and more complete pipeline addition, so it is the better representative if one PR must stand in for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: Promptable Concept Segmentation vs Promptable Visual Segmentation are different features with different pipeline/model/test targets, not the same underlying change." + "reason": "Do not merge: the PRs implement different segmentation pipelines with different task scope and model/test integrations. Shared docs/registry plumbing is not enough to make them the same concrete change." } ] }, @@ -20407,7 +20595,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20423,40 +20611,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "393613d9abdb803b34f2dd1ad1b0f6c935f8454b32517bef161b934d7e270f8b", + "prepared_review_unit_hash": "3028328d3afc1e26d9f5941fd098f0860f53131626d22c745e76be63de887cbd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py`, but they fix different things: #43651 changes gradient-accumulation loss scaling in `training_step`, while #43663 extracts signature-column inspection for column filtering. Same file, different code paths and different change intents.", - "confidence": 0.95, + "summary": "These two PRs both touch `trainer.py` but fix different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#43651 is the more concrete, self-contained behavior fix: it changes `training_step` loss normalization for gradient accumulation. #43663 is a separate refactor/hook for signature-column filtering, not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#43651 is the better representative PR for this cluster because it is a narrowly scoped functional change with a clear runtime effect, whereas #43663 is an independent trainer refactor/extension point.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They touch the same file but address different mechanisms: loss scaling vs. signature-column filtering. Not the same underlying bug/change, and they would not naturally merge as one PR." + "reason": "Different Trainer code paths and different behaviors: 43651 adds `_loss_is_scaled_for_ga` for loss normalization during training, while 43663 adds `_get_signature_columns` to control input-column filtering. Shared file/subsystem alone is not enough to treat them as the same PR." } ] }, @@ -20470,7 +20658,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20486,7 +20674,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "3bd4b9d80146dd9ae73c5ae5fdc4f97ae643907feb656670d070c91d09f1c44d", + "prepared_review_unit_hash": "55ca7dae452b1c4201bd468ec49c1682367bbb4d4811a6e98faf8b1bd1f45706", "component_budget": { "node_count": 2, "item_count": 2, @@ -20508,27 +20696,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related at the file/subsystem level, but they are not the same fix: 43656 is a broader `__future__`/typing cleanup, while 43842 is a narrow `TypeAdapter` import/quoting change. They should not be treated as one mergeable duplicate PR.", - "confidence": 0.94, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they fix different causes: one is a typing/forward-reference cleanup, the other is a pydantic-availability import issue.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the better canonical PR because it is the tighter, more specific fix for the `TypeAdapter` NameError path; 43656 is broader typing cleanup in the same file.", + "canonical_pr_reason": "PR 43842 is the cleaner representative because it targets a specific runtime failure mode: avoiding a TypeAdapter NameError when pydantic is not installed.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best standalone PR in this cluster because it most directly addresses the concrete `TypeAdapter` runtime/import issue with minimal scope.", + "best_pr_reason": "PR 43842 has the tighter, more concrete fix scope and a direct issue link; it is the better standalone representative of this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They touch the same file, but the diffs are different fixes: 43656 is broad annotation/future cleanup, while 43842 is a focused `TypeAdapter` import/quoting change. The evidence does not support a single underlying bugfix or a mergeable combined PR." + "reason": "Same file and related symptom, but different underlying bugs/fixes: 43656 changes annotation handling with __future__ imports, while 43842 fixes importing/typing TypeAdapter when pydantic is absent. They would not naturally merge into one PR." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The relation is overstated. The packet shows two different PRs linked to different issues (43576 vs 43824), and their diffs are not the same fix: 43656 is broader `__future__`/typing cleanup, while 43842 is a narrow `TypeAdapter` import/quoting change. They touch the same file, but the evidence does not clearly support treating them as one mergeable bugfix PR or as the same underlying issue." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -20536,7 +20721,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20602,7 +20787,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20672,8 +20857,8 @@ "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", "pull_request:44017|pull_request:44161", - "pull_request:44017|pull_request:44722", "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:44071|pull_request:44086", @@ -20714,12 +20899,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "3e1d4a24dfc92dbcc9adc5fac982130d18ca1ce249a59e39921a2511988d63b8", + "prepared_review_unit_hash": "0ad177b50909b7fa87c227d69a5b2146556b6b97bf1dd66434a35ef22c31f93b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20727,7 +20912,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, + "serialized_chars": 75090, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20736,372 +20921,396 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a family of model-specific output-tracing refactors. Only two clear duplicate subclusters stand out: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722). The rest are separate model migrations, not the same concrete change.", - "confidence": 0.83, + "summary": "This cluster is mostly a family of model-specific refactors for standardized output tracing, not a set of true duplicates. The only strong duplicate-style overlaps are within the GPT-Neo and GPT-J lines; the rest are parallel refactors in different models sharing the same umbrella issue.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best anchor: it has the explicit tracking issue, covers the shared GPT-J/CodeGen output-tracing refactor, and is the broadest concrete implementation among the true duplicates.", + "canonical_pr_reason": "PR 44722 is the broadest and most complete GPT-J-family refactor here, with explicit issue linkage and coverage of both GPT-J and CodeGen output-tracing changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest representative of the cluster\u2019s actual duplicate core because it is a complete standardized-output-tracing refactor for the shared GPT-J/CodeGen path.", + "best_pr_reason": "PR 44722 best represents the cluster because it is the most mature concrete implementation of the standardized output-tracing refactor and appears to subsume the narrower GPT-J-only variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; both are output-tracing refactors, but not the same concrete change." + "reason": "Same umbrella topic, but different model families and code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa are unrelated model implementations; same theme only at a high level." + "reason": "Different models; both refactor output tracing but are not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Both touch GPT-J, but 44066 also bundles CodeGen; not the same change set." + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; one is a narrower variant of the same patch family." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model-specific refactors, not a duplicate fix." + "reason": "Vision backbones only share the umbrella refactor theme, not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and code paths; only the generic output-tracing pattern overlaps." + "reason": "Different model families and unrelated implementation details." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; same broad refactor theme but unrelated code paths." + "reason": "Different model families; not mergeable as one concrete fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate implementations with no shared concrete bug." + "reason": "MobileNetV2 vs DeBERTa; same refactor pattern, different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different model code and different refactor target." + "reason": "GPT-J/CodeGen refactor versus MGP-STR; not the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same decorator migration theme only." + "reason": "GPT-J/CodeGen and MPT are separate implementations, not one duplicate change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file/test path, so they look like the same change." + "reason": "Same GPT-Neo output-tracing refactor against the same file and tests; plausible single PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "Different model families; only the refactor pattern is shared." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; related refactors, but not the same underlying change." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model-specific migrations." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; only the output-tracing pattern overlaps." + "reason": "ResNet and GPT-J are different model families and fixes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model paths and different fixes." + "reason": "MGP-STR and GPT-J/CodeGen do not share the same concrete code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same refactor style, different code path." + "reason": "GPT-Neo vs ResNet; same umbrella theme only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model implementations." + "reason": "ResNet and MPT are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same model or bug." + "reason": "GPT-Neo and Flaubert/XLM are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; same output-tracing theme only." + "reason": "GPT-Neo and Flaubert are not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors." + "reason": "Different model families; not a duplicate fix." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model code paths." + "reason": "MPT and GPT-J/CodeGen are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; different underlying model code." + "reason": "GPT-Neo and GPT-J are distinct model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model-specific changes." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; not the same concrete fix." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model paths." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J versus MGP-STR; only broad refactor style overlaps." + "reason": "GPT-Neo vs MGP-STR; same pattern, different fix." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model migrations." + "reason": "ViLT and Flaubert/XLM do not fix the same concrete bug." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "GPT-Neo and MPT are different code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different changes, not duplicates." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model implementations." + "reason": "SegFormer and LongT5 are separate model refactors." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer versus GPT-J/CodeGen; same tooling, different code paths." + "reason": "SegFormer and VisualBERT differ in model and code path." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and VisualBERT are separate model-specific changes." + "reason": "Different model families; only the umbrella tracing work overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models and different fixes." + "reason": "GPT-Neo and MPT are not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are unrelated model implementations." + "reason": "RegNet and VisualBERT are unrelated fixes." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are separate refactors in different code paths." + "reason": "MPT and MGP-STR are separate model implementations." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models; not a duplicate." + "reason": "VisualBERT and Flaubert/XLM are different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model-specific changes." + "reason": "MPNet and Flaubert/XLM do not share the same concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model paths." + "reason": "RegNet/ResNet-family versus SegFormer; same theme, different models." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus MPNet; same refactor theme only." + "reason": "RegNet and MPNet are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model-specific migrations." + "reason": "MPT and ImageGPT are separate model refactors." }, { "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet and LongT5 are unrelated model code paths." + "reason": "TextNet and Flaubert/XLM are not the same change." }, { "left": "pull_request:44056", - "right": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 differ in model and code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and SegFormer are separate model refactors." + "reason": "RegNet and LongT5 are separate refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are separate model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different models and different changes." + "reason": "SqueezeBERT and MPT are unrelated fixes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are unrelated model implementations." + "reason": "SqueezeBERT and VisualBERT are different models/code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are separate model-specific refactors." + "reason": "RegNet and TextNet are different implementations." }, { "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model implementations." + "reason": "RegNet and SpeechT5 are not the same concrete change." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model paths." + "reason": "MPT and SpeechT5 are separate model fixes." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are separate changes in different model code." + "reason": "CVT/FNet and LongT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet versus SegFormer; same refactor pattern only." + "reason": "CVT/FNet and SegFormer are different model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa are separate model-specific changes." + "reason": "SqueezeBERT and DeBERTa are distinct implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model implementations." + "reason": "DeBERTa and TextNet are unrelated fixes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files and issue target; this looks like the same underlying change." + "reason": "Same GPT-J family output-tracing refactor; 44722 appears to be the broader follow-up/superset." }, { "left": "pull_request:44085", "right": "pull_request:44722", - "accept": false, - "reason": "Both mention GPT-J, but 44722 bundles additional CodeGen work, so the scope is not the same change set." + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path and could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model refactors." + "reason": "CVT/FNet and ResNet are separate model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5; not the same bug or change." + "reason": "CVT/FNet and SpeechT5 do not share the same underlying fix." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + "reason": "DeBERTa and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model implementations and different fixes." + "reason": "DeBERTa and Vits are different model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. It correctly identifies the two strongest duplicate cores that are actually supported by the diffs and shared file paths: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44722). The remaining pairs are reasonably treated as same-theme but different model-specific refactors, so I don\u2019t see evidence of overstatement." + "feedback": "The summary is grounded in the packet: it correctly characterizes this as mostly model-specific output-tracing refactors rather than broad duplicates, and the highlighted GPT-Neo/GPT-J overlaps are the only ones that look plausibly mergeable into single PRs. The soft-edge accepts are conservative enough, especially for the GPT-Neo and GPT-J family pairs, and the rejection reasons for cross-family pairs stay within the evidence shown. " }, "evaluator_used": true, "retried": false, @@ -21112,7 +21321,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21139,12 +21348,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "7a2658da5cea41c1a59ce0182450fae6f42aeb116c0ab246200dac38ea2798f6", + "prepared_review_unit_hash": "969adea0db5e1f2fd0e5d12503c05fbe90a2503ba03c23d0879e8fbe281b869a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -21152,7 +21361,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17126, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -21161,48 +21370,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are thematically related\u2014they all migrate model forwards toward standardized output capture\u2014but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.88, + "summary": "All items are model-specific PRs that migrate output tracing/capture to a standardized decorator or hook pattern. They share the same refactor theme, but each targets a different architecture and code path, so they should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has the clearest concrete refactor, an explicit linked issue (43979), and shows the standardized output-capture pattern in a substantial model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue link, a concrete SpeechT5 path, and a more clearly scoped output-tracing refactor than the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single cluster representative because it is the most complete and explicitly issue-linked example of the output-tracing migration, making it the most useful anchor for this theme.", + "best_pr_reason": "PR 44129 is the best single representative of the cluster because it is the most fully specified and most directly tied to a tracked change, while still fitting the common output-capture migration theme.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but FocalNet and ImageGPT are different model code paths with different layer/attention implementations." + "reason": "Both are output-tracing refactors, but they apply to different model implementations (FocalNet vs ImageGPT) and different internal hooks; this is a shared pattern, not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated models; sharing a refactor pattern is not enough to treat them as the same change." + "reason": "VisualBert and TextNet are different models with different forward signatures and output plumbing; they are too model-specific to be one mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert affects distinct architectures and output-recording targets, so these are not the same underlying bug or fix." + "reason": "MPNet and VisualBert are separate code paths with different output-recording targets, so these are not the same bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but the PRs touch different models and different forward paths, so they should not be merged as duplicates." + "reason": "MPNet and TextNet only share the broad migration idea; the concrete implementations and affected model logic are different." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model implementations; this is a shared modernization pattern, not a single concrete fix." + "reason": "RegNet and SqueezeBert are unrelated model families; the diffs are similar refactors, but not the same underlying code-path fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 fix different model-specific output handling, and SpeechT5's linked issue does not make them the same change." + "reason": "SqueezeBert and SpeechT5 change different model internals and output behaviors; they are not plausibly mergeable into one PR as a single fix." } ] }, @@ -21216,7 +21425,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21282,262 +21491,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "9581f6499013a47b9c4e9889cecb5e2821d831a3a57ee29b3a6f4b59ae0cb72b", + "prepared_review_unit_hash": "6f735a9d100d3912199557bc41e908d1f283703086fb6296b962886e5b426b6a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a thematic cluster of model-specific output-tracing / can_return_tuple refactors across unrelated architectures. The PRs share implementation style, but they are not duplicate fixes and should not be merged together.", - "confidence": 0.83, + "summary": "These PRs are all separate model-specific output-tracing refactors, not duplicates of one another. They share a naming/theme pattern but target different code paths and would not plausibly be merged into one PR.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "44003 is the broadest concrete refactor in the set, spanning both Mamba and FalconMamba and adding the shared output-capturing plumbing.", + "canonical_pr_reason": "PR 44025 is a good representative anchor for the cluster because it is a concrete output-tracing refactor affecting two closely related Depth Anything files, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best single representative of the cluster because it has the widest model-family scope while still being a coherent output-tracing change.", + "best_pr_reason": "PR 44025 is the best representative of the theme, but only as an exemplar; it is not a cluster duplicate because the underlying model/code-path changes differ across PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; same refactor pattern, but not the same code path or mergeable change." + "reason": "Different models and forward paths; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different model families and cannot be treated as one duplicate PR." + "reason": "Distinct model code paths; shared output-tracing cleanup is too broad to merge as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same general pattern, but timm_backbone and univnet are unrelated code paths." + "reason": "Separate model implementation, not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Mamba-family refactor vs timm_backbone refactor; shared utility theme only, not the same fix." + "reason": "Different architecture and files; only a generic refactor theme overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated architectures; output-tracing similarity is too broad to call a duplicate." + "reason": "Different model family and code path; not plausibly one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are separate models with distinct forward paths." + "reason": "Both are output-tracing refactors, but for unrelated models." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; same output-tracing cleanup pattern only." + "reason": "Same theme, different model-specific implementation details." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate model stacks; both refactor output handling but do not fix the same bug." + "reason": "Different model targets; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs vision-encoder-decoder wrapper; not the same concrete change." + "reason": "Encoder-decoder wrapper vs MobileNet V1 are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder/model implementations; only the refactor template matches." + "reason": "Separate model refactors; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + "reason": "Different models; similarity is only in the refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures; shared can_return_tuple refactor is not enough for duplication." + "reason": "Different forward implementations; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-style dual encoder vs Mamba-family models; no shared underlying bug." + "reason": "Distinct subsystems and model logic; too broad to deduplicate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and output shapes; same high-level refactor only." + "reason": "Separate model families with different tracing updates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations despite similar tracing cleanup." + "reason": "UnivNet and UperNet are unrelated model paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths; not the same underlying change." + "reason": "Different architectures; not the same concrete bug or fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "DepthAnything refactor vs UnivNet refactor; no duplicate bug or mergeable common patch." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are distinct models; only the refactor motif overlaps." + "reason": "Different model-specific refactors; no single merged PR candidate." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "UperNet and Mamba-family changes are separate and not mergeable into one PR." + "reason": "Different models and implementation surfaces; only pattern-level similarity." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and forward signatures; not the same fix." + "reason": "No shared underlying code-path issue; only generic output-tracing cleanup." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba refactor vs SuperPoint refactor; same theme, different code paths." + "reason": "Falcon/Mamba vs SuperPoint are unrelated targets." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen and Mamba-family changes are unrelated implementations." + "reason": "Different model families and concrete changes; not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated model paths; shared output-handling cleanup is too broad." + "reason": "Different model code paths; shared refactor theme is insufficient." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen have unrelated forward paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; not one underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model stacks; not a duplicate change." + "reason": "Depth Anything refactor vs vision-encoder-decoder wrapper are different changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are separate wrappers and forward paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; same refactor pattern only." + "reason": "Separate model implementations; only the refactor style matches." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV do not share the same concrete bug or patch." + "reason": "Different model-specific output tracing changes." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated code paths." + "reason": "Depth Anything and DPR are unrelated concrete changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are analogous wrappers, but they are separate implementations and not duplicates." + "reason": "Vision encoder-decoder vs speech encoder-decoder are distinct code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; similar output-tracing refactor only." + "reason": "Different models and different implementations." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Encoder-decoder wrapper vs RWKV; not the same underlying issue." + "reason": "No shared concrete bug; only generic tracing refactor overlap." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; not mergeable as one PR." + "reason": "Unrelated model code paths; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." + "reason": "Different model families and different output semantics." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder wrapper vs RWKV model; shared pattern only." + "reason": "Speech encoder-decoder and RWKV are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models and forward signatures; not a duplicate fix." + "reason": "Different models; same broad refactor theme only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths." + "reason": "SuperPoint and RWKV touch unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR do not share the same concrete bug or change." + "reason": "Different model implementations; not the same duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model implementations; same refactor theme is insufficient for duplication." + "reason": "RWKV and DPR are separate model-specific refactors." } ] }, @@ -21551,7 +21766,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21567,12 +21782,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "8617ea4dd2e788f42ce878298a13582fa2419062052d339dfd7f6fd2be4089b5", + "prepared_review_unit_hash": "8e3e4ca2b60c3809835ee555952ce15095009dc6455a52922830ac05d14215d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21580,7 +21795,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21589,18 +21804,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share Transformers boilerplate and auto-registration files, but they target different models, architectures, and code paths, so they are not duplicates.", - "confidence": 0.95, + "summary": "Both items are independent model-integration pull requests, one for PenguinVL and one for Voxtral TTS. They share only broad Transformers scaffolding files and docs/AutoMap wiring, but they target different models, different code paths, and different release goals.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR; these are distinct model implementation PRs, not the same underlying change.", + "canonical_pr_reason": "PR 45401 is the stronger canonical choice because it is more tightly scoped and already linked to an explicit tracking issue, making it the clearer representative for this cluster of model-addition work.", "best_issue_reason": null, - "best_pr_reason": "45401 is the cleaner representative of the cluster because it is a focused Voxtral TTS addition with an explicit issue target.", + "best_pr_reason": "PR 45401 is the best PR representative: it has an explicit issue target, a focused TTS-specific implementation, and a narrower change set than the larger PenguinVL addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: different model families (PenguinVL vs Voxtral TTS) with separate implementations; overlap is only shared Transformers scaffolding and docs/auto-registration, not the same code-path fix." + "reason": "Different underlying models and integrations (PenguinVL vs Voxtral TTS). The overlap is only in generic Transformers registration/docs files, which is not enough to treat them as the same change." } ] }, @@ -21614,7 +21829,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21630,12 +21845,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "9941670c3826b37ef7b0e5dd7a900d2a66d42b71a1b8b32ddb5d4d051f812969", + "prepared_review_unit_hash": "0faf3c700e88bd0f1a65f9e35a27bc9531bc39550bd7e806491715211e0c05f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21643,7 +21858,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21652,18 +21867,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they are not the same change: #44979 adds a generic Module Fusion API scaffold, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. Similar domain, different code paths and purposes.", - "confidence": 0.91, + "summary": "These two PRs are in the same broad area (module/kernel fusion) but they target different layers: one introduces a general Module Fusion API, while the other adds a specific n-to-1 kernel fusion path via KernelConfig and supporting integration code. They do not look like the same change and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires fusion through KernelConfig, integration points, and an example. #44979 is a lower-level API scaffold in a separate module.", + "canonical_pr_reason": "PR #44979 is the better canonical PR because it introduces the broader foundational module fusion API that the other PR appears to build on.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative of the cluster because it contains the broader, more actionable fusion implementation and surfaces the user-facing workflow.", + "best_pr_reason": "PR #44979 is the best representative of the cluster since it is the more general, reusable change rather than a specific KernelConfig-based application.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They both involve fusion, but #44979 introduces a generic module-fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion. Different underlying mechanisms and not plausibly one merged PR." + "reason": "Related fusion work, but not the same underlying change: #44979 adds a general module fusion API, whereas #45363 implements a specific n-to-1 kernel fusion mechanism with KernelConfig and example/integration updates. They would not plausibly be merged into one PR as duplicates." } ] }, @@ -21677,7 +21892,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21693,7 +21908,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f72fd2ab789d714a3ce2cd523805daaadb3ac4fcdb056cd9f47215e133de357e", + "prepared_review_unit_hash": "380e447c900dd43e3275a829a838ff5d5c6938798127c751820742551d39c438", "component_budget": { "node_count": 2, "item_count": 2, @@ -21715,18 +21930,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path; PR 45317 is the more complete version because it includes the code change plus a test update.", + "summary": "Both PRs fix the same Mistral regex patch AttributeError in the same code path, with nearly identical code changes; 45317 is the more complete candidate because it adds tests.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it targets the same fix as 45086 but also adds a test file, making it the more complete and merge-ready change set.", + "canonical_pr_reason": "pull_request:45317 is the stronger canonical PR: it addresses the same bug as 45086 but includes accompanying tests and a clearer title, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR candidate: same underlying bug, same file-level fix, and it includes validation coverage beyond the minimal patch.", + "best_pr_reason": "pull_request:45317 is the best PR overall because it appears to be the same fix as 45086 plus test coverage, so it is the most merge-ready representation of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same explicit issue target, same file, and the diff shows the same AttributeError fix in _patch_mistral_regex; the second PR is a superset with tests, so these look like duplicate PRs for the same bug." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target issue, same file, and identical code-path change; 45317 just adds tests." } ] }, @@ -21740,7 +21955,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21760,12 +21975,12 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "9bf2b2e5f9d6662d1b2e47a2185a2b2d3cfe7f30c2279804917d250db5a400d7", + "prepared_review_unit_hash": "0ba8647714ba2371c1a6265456ada7eb325705873e7d95df8b10665f0cbe74f8", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13474, + "serialized_chars": 13473, "estimated_input_tokens": 3369, "estimated_eval_tokens": 6994 }, @@ -21773,7 +21988,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13474, + "serialized_chars": 13473, "estimated_input_tokens": 3369, "estimated_eval_tokens": 6994 }, @@ -21782,30 +21997,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs split into separate workstreams: NemotronH refactoring, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. The overlaps are mostly shared auto/docs scaffolding, not the same underlying change, so there are no true duplicate PR pairs here.", - "confidence": 0.94, + "summary": "These are all Nemotron-related PRs, but they target different model families and change sets: NemotronH refactor, NemotronH dense/sparse split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. They are related by naming and shared auto/docs plumbing, but not duplicates of the same underlying fix or feature.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broadest and most central NemotronH architecture change, covering the main model split plus the new dense/sparse model files, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest representative of the cluster because it changes the core NemotronH modeling/configuration path rather than just adding a variant or documentation, and it is the most comprehensive of the NemotronH-related changes.", + "best_pr_reason": "PR 45569 is the broadest and most central NemotronH change: it introduces the dense/sparse split, updates docs and auto mappings, and includes the corresponding model/config files. If a single PR must anchor this cluster, it is the most representative, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but 45115 is a conversion/inheritance refactor while 45569 adds the fuller NemotronH, dense, and sparse model implementations. Different concrete changes, not one mergeable duplicate PR." + "reason": "Both touch NemotronH internals, but 45115 is a refactor/inheritance change while 45569 adds the dense/sparse model split and docs. Overlap is superficial; they are not the same concrete change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "They touch shared auto/documentation areas, but one is NemotronH model refactoring and the other is Nemotron 3.5 ASR streaming. Different model families and different code paths." + "reason": "They share Nemotron naming and auto/docs files, but 45569 is about NemotronH dense/sparse modeling, while 46565 is Nemotron 3.5 ASR streaming. Different model families and code paths." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR streaming PRs, but they target different model versions (Nemotron ASR vs Nemotron 3.5 ASR). Similar infrastructure, but not the same underlying change or a single PR-sized duplicate." + "reason": "Both are ASR streaming PRs, but they target different model versions/families (Nemotron ASR vs Nemotron 3.5 ASR) with distinct implementation scope. Not mergeable as one duplicate change." } ] }, @@ -21819,7 +22034,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21835,7 +22050,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d4d8eed1066b9937e79f97ea535f938e2c75d683bea536c788377ec22b50f9b6", + "prepared_review_unit_hash": "37c0c5d419de29a4dabbc573f78f1bd43d89df4c5f01db104ec4d2d4ad7571ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -21857,18 +22072,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related but not duplicates: one introduces per-layer heterogeneous config plumbing, while the other extends that plumbing into cache/modeling/runtime support across many additional code paths.", - "confidence": 0.94, + "summary": "Related but not duplicates: one PR adds per-layer heterogeneous config plumbing, the other adds heterogeneous model/cache integration built on top of that config support.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45333 is the narrower foundational change and best represents the shared heterogeneity config work; PR 45332 is a broader follow-on that adds runtime/modeling integration on top of it.", + "canonical_pr_reason": "PR 45332 is the broader end-to-end feature change, covering model/cache integration in addition to heterogeneous support plumbing; PR 45333 is the narrower config foundation.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the clearest single representative of the cluster because it is self-contained and focused, whereas PR 45332 spans extra cache/modeling changes and is not interchangeable with it.", + "best_pr_reason": "PR 45332 is the best representative of the cluster because it implements the larger user-facing heterogeneous model support, while 45333 is supporting configuration infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not treat as duplicates: 45333 is only per-layer config support, while 45332 adds broader heterogeneous model/runtime support (cache_utils, masking, modeling_utils, integrations). They touch related plumbing but implement different concrete changes and would not plausibly be merged as one PR." + "reason": "Related feature work, but not the same concrete change: 45333 introduces per-layer config support, while 45332 consumes that support to change cache/modeling behavior. They are dependent pieces, not duplicate PRs." } ] }, @@ -21882,7 +22097,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21898,7 +22113,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7130661aaf6ba101319947ed1e933af9f92e9711b52279b0d3eec86f4dc8a064", + "prepared_review_unit_hash": "531c4c0851a61efb44016f59e377e303250ae8b95fffc19720e1028b661645d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21920,18 +22135,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same typing area, but they address different changes: one is a broad type-checking sweep across many Transformers modules, the other adds specific typing protocols/helpers around modeling_utils/PEFT/flash-attention. The overlap is incidental, not the same underlying fix.", - "confidence": 0.89, + "summary": "Both items are typing-focused PRs in transformers, but they do not look like the same change. PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 adds specific typing aliases/protocols for model/PEFT integration paths. Their overlap in a few files looks incidental, not like a single mergeable fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and cohesive change: it adds explicit typing support needed by specific code paths, rather than a broad type-checking pass across many unrelated modules.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it is narrowly scoped and centered on one typing problem domain; PR 45415 is too broad and heterogeneous to serve as a clean canonical duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: PR 45415 is a repo-wide mypy/type-ignore cleanup, while PR 45425 adds new typing abstractions and annotations for specific code paths. They share some files, but not the same concrete bug/change." + "reason": "Reject: they share a typing theme and a few filenames, but 45415 is a wide type-checking cleanup across many files, whereas 45425 adds targeted typing helpers for specific model/integration paths. They do not appear to fix the same concrete bug or be mergeable into one PR." } ] }, @@ -21945,7 +22160,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21961,40 +22176,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "474e20b26e0db247fbf03b4f569c241ec742d527ccb5c02b68eefd81ee84ff75", + "prepared_review_unit_hash": "2e18457e5868398df64d6f33280435b5dd81f326f96a66b24790c9244ad8f3a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests about cached forward behavior with seq_len > 1, but they target different model families and different underlying code paths: Qwen3.5 linear-attention/GDN caching versus Mamba2 CUDA kernel caching. They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated pull requests fixing different cached-forward bugs in different model families: Qwen3.5/GDN linear attention vs. Mamba2 use_cache with seq_len > 1. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner representative because it has an explicit tracking issue, a narrowly defined cache bug, and a focused fix in one model family.", + "canonical_pr_reason": "pull_request:46084 is the cleaner representative: it has an explicit issue target, a narrowly scoped fix for a specific Mamba2 cached-forward seq_len>1 bug, and tests that directly cover that path.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone candidate: it describes a concrete seq_len > 1 use_cache failure and the diff aligns tightly with that bug.", + "best_pr_reason": "pull_request:46084 is the best standalone representative of its bug class because the change is focused, explicit about the failing condition, and easier to map to a single underlying defect than the broader multi-model PR.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cached multi-token forward paths, but they fix different models and mechanisms. Qwen3.5/Qwen3-next linear attention vs Mamba2 state-cache handling are not the same underlying bug and would not be merged into one PR." + "reason": "Different underlying bugs and code paths: 45513 fixes Qwen3.5/GDN linear-attention cached multi-token forward, while 46084 fixes Mamba2 use_cache when seq_len > 1. They do not look mergeable into one PR." } ] }, @@ -22008,7 +22223,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22024,7 +22239,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c34a89260aef2a6b49417e458af83577ee659d57bd92f0fe274a3a7f98328cb3", + "prepared_review_unit_hash": "2e8fa0695abeeb5ebe34614985e110a80c68942376131ff5f5c646d19d11efc1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22046,18 +22261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism, but they fix different bugs: 45548 focuses on preserving distributed_config / loading via accelerate launch, while 45662 fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "summary": "Both PRs touch expert-parallel loading in Transformers, but they fix different failure modes: one preserves distributed config/EP loading state, the other prevents expert parameters from being overwritten after sharding. They are related in subsystem, not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45662 is the better representative of the cluster because it addresses a more concrete EP code-path bug with broader loader/integration changes, whereas 45548 is a narrower config-serialization/loading fix.", + "canonical_pr_reason": "PR 45548 is the broader and earlier loading-path fix, centered on serialized distributed_config handling and EP detection during model load, so it is the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the strongest PR to keep as the cluster representative: it has the clearer failure mode, more specific fix path, and broader impact across loading and MoE handling.", + "best_pr_reason": "PR 45548 is the clearest canonical representative because its title and diff directly address the core EP loading state issue, while 45662 targets a separate post-shard overwrite bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying failures: 45548 is about EP/ZeRO-3 loading and serializing distributed_config, while 45662 is about FSDP2 rank-0 broadcast overwriting expert parameters. Shared EP terminology and modeling_utils usage are not enough to treat them as the same fix." + "reason": "Reject: the PRs address different concrete bugs. 45548 fixes EP/ZeRO-3 loading state and config serialization; 45662 fixes experts being overwritten after rank-0 broadcast/post-shard wrapping. Same area, not the same change." } ] }, @@ -22071,7 +22286,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22087,40 +22302,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "15b6bd09298f8dd6b599ce3d2ae9f91f1288ef8635ecf4fe86ebf7910b019869", + "prepared_review_unit_hash": "df020006cbef5e9ab8b43c86580983bd6f1f62212796b813e05a8523d8f230dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader, more complete fix because it also updates CI log collection to handle multiple captured_info files.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist-related captured_info logging collision in Transformers testing utilities; PR 45645 appears to be the broader, more complete fix while 45639 is a narrower subset.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it covers the same xdist-safe captured_info fix as 45639 and also updates downstream CI/artifact handling to match the new file naming scheme.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file handling in testing_utils and also updates CI/workflow log collection so all captured_info shards are preserved.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the core bug and includes the necessary consumer-side workflow changes, whereas 45639 is a narrower subset.", + "best_pr_reason": "PR 45645 is the strongest representative of the change set: it addresses the same underlying bug as 45639 but includes the broader operational fix needed to actually collect the worker-specific artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe handling of captured_info artifacts from patched testing logs. 45645 extends the same code-path fix and could plausibly subsume 45639 in one PR." + "reason": "Same underlying bug: xdist collisions for captured_info artifacts in testing_utils. 45645 extends the same fix with workflow/log-collection updates, so these are plausibly mergeable into one PR." } ] }, @@ -22134,7 +22349,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22153,7 +22368,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "5b715b9de4cf1a533d09db06598786b8a5b570e7dc5383ab040d0a1abb88c05b", + "prepared_review_unit_hash": "9217cf8d2e3386c62b55461f192f052b4e8cce1e3812b2e045a8a3c0d168a070", "component_budget": { "node_count": 3, "item_count": 3, @@ -22175,30 +22390,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct PRs: one auto-mapping tweak for GLM-ASR, one RecurrentGemma attention-dispatch update, and one BLIP-2/InstructBLIP attention-dispatch update. They share a loose theme but do not appear to be duplicates or mergeable into one PR.", - "confidence": 0.95, + "summary": "These are three open PRs: one unrelated AutoModel registration fix for GLM-ASR, and two separate attention-dispatch feature PRs for different model families. The two attn_implementation PRs are similar in wording but target different code paths and model stacks, so they should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the best representative of the cluster\u2019s common theme because it is the broadest concrete implementation of attn_implementation dispatch across multiple related BLIP variants, whereas the others are narrower or unrelated.", + "canonical_pr_reason": "PR #46401 is the strongest representative of the attn_implementation-dispatch theme because it covers multiple BLIP-family models and includes broader implementation/test/documentation changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest overall representative: it has the largest scope, touches multiple model implementations and tests, and is the most substantial example of the attention-dispatch work in this set.", + "best_pr_reason": "PR #46401 is the best overall representative in this cluster: it is the most substantial and clearly scoped change among the similar PRs, while #45670 is unrelated and #46320 is narrower.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes in different code paths: 45670 only adds GLM-ASR to auto model mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. They are not the same bug or change." + "reason": "Different changes: #45670 adds GLM-ASR to AutoModel mappings, while #46320 implements attn_implementation dispatch for RecurrentGemma. They do not fix the same code-path problem." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated scope: 45670 is an AutoModel registry update for glmasr, while 46401 adds attention-implementation support for BLIP-2/InstructBLIP variants. Same broad ecosystem, but not the same concrete change." + "reason": "Unrelated changes: #45670 is an AutoModel registry update for a new model, whereas #46401 adds attention-dispatch support for BLIP-family models." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attention-dispatch features, but for different model families and different model files. They fix distinct implementations and would not plausibly be merged into one PR as the same underlying change." + "reason": "Both are attn_implementation PRs, but they target different model families and separate implementation paths (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). Similar feature area is not enough for duplicate PRs." } ] }, @@ -22212,7 +22427,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22228,7 +22443,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "eb0640ff2580a6a6bad95577bd401977c698579cc936fed28a2ca23f836d2e66", + "prepared_review_unit_hash": "fc89c6b6e013323f10d3c3b7196a00114cb4bc3c8084a34febc0dad8aa1978d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22250,18 +22465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct linter-driven PRs touching different code paths: TRF003 standardizes forward return_tuple handling, while TRF018 changes model weight initialization patterns. They are not duplicates or mergeable into one fix.", + "summary": "The two PRs are both linter-driven refactors in Transformers, but they target different rules and different code paths: TRF003 changes forward/return_dict behavior across model forwards, while TRF018 changes weight initialization logic across model classes. They are not the same underlying change, so the soft duplicate edge should be rejected.", "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. If forced to pick one representative, PR 46259 is the broader, more self-contained modeling-rule change across many init functions, but it is still a separate change from PR 45720.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying problems and code paths: 45720 adds can_return_tuple/return_dict handling in forward methods; 46259 rewrites initialization logic for TRF018. Shared model filenames only reflect broad subsystem overlap, not the same fix." + "reason": "Different lint rules and unrelated fixes: PR 45720 implements TRF003 by adjusting model forward signatures/tuple returns, while PR 46259 implements TRF018 by refactoring _init_weights behavior. Overlap in touched model files is only due to broad refactoring scope, not the same bug or change." } ] }, @@ -22275,7 +22490,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22341,7 +22556,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22357,12 +22572,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "29dde23a2b21274d22168d69c4216bde9817251250372790c2c435482a393ea1", + "prepared_review_unit_hash": "66d28c46e5b840c8dd97e43d484d103b8918a37e2c1b1e89d4e9a7e771ea0a49", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5084, + "serialized_chars": 5083, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22370,7 +22585,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5084, + "serialized_chars": 5083, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22379,18 +22594,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #45932 is a Grafana/CI + model-configuration patch, while #46100 is a ViT test migration. They touch different code paths and are not mergeable as one change.", - "confidence": 0.97, + "summary": "The two PRs are not duplicates: one is a CI/model code change, the other is a test migration. They share broad test-related context but not the same underlying bug or fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: #45932 and #46100 address unrelated changes (CI/model tweaks vs. test migration).", + "canonical_pr_reason": "PR #45932 is the broader, more substantive change set and is the better cluster anchor; PR #46100 is mostly a test migration and is clearly separate.", "best_issue_reason": null, - "best_pr_reason": "#45932 is the better representative only in the sense that it has a broader substantive code change, but it is still unrelated to #46100 and should not be treated as the same underlying fix.", + "best_pr_reason": "PR #45932 is the better standalone representative because it contains the actual code/CI changes, while PR #46100 is a distinct testing-only migration.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "False positive: #45932 changes CI secrets and several model files, while #46100 adds/migrates ViT tests and a utility update. They do not fix the same bug or implement the same change." + "reason": "Different work items: #45932 changes CI workflow and model/config code, while #46100 adds/migrates ViT tests. They do not appear to fix the same concrete bug or implement the same change, so they should not be merged as duplicates." } ] }, @@ -22404,7 +22619,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22423,12 +22638,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "4ee6fcf901d06336fc929c8450d3861a4b70e44af5175dd2a4b75a7d98679231", + "prepared_review_unit_hash": "267451dacbbc5d35c88363338ad3496040dc2db087d0eaa50abf53c54c150708", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8400, + "serialized_chars": 8398, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22436,7 +22651,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8400, + "serialized_chars": 8398, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22445,30 +22660,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are model-specific additions for `attn_implementation=sdpa` dispatch, but they target different architectures and code paths (CTRL, T5, wav2vec2-family/audio models). They are related in theme, not duplicates of the same underlying change.", - "confidence": 0.96, + "summary": "All three PRs are the same feature family (attention-implementation dispatch / SDPA support) but they target different model code paths, so they should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a duplicate canonical for the cluster; if one must be chosen as the best representative, PR #46196 is the broadest and most substantial SDPA dispatch change across several audio models.", + "canonical_pr_reason": "No canonical PR: CTRL, T5, and wav2vec2/seamless audio are separate model implementations with different affected files and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest representative because it covers the widest set of model implementations and has the most extensive implementation/test surface, but it is still not the same change as the other PRs.", + "best_pr_reason": "PR #46196 is the broadest representative of the family, touching many related audio model implementations and showing the most complete SDPA dispatch rollout, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but for different models (CTRL vs T5) and different model code paths; not the same concrete bug/change." + "reason": "Both add attn_implementation support, but for different architectures (CTRL vs T5) and different forward paths; not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Different architectures and implementations (CTRL vs wav2vec2/audio stack); shared theme is too broad to treat as a duplicate PR." + "reason": "Same general feature theme, but CTRL and wav2vec2/audio models are unrelated code paths and the changes are model-specific." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "One is T5-only and the other targets multiple audio models; they are separate feature ports, not mergeable duplicates." + "reason": "Both concern SDPA dispatch, but they patch different model families with different attention implementations and file sets; not mergeable as one PR." } ] }, @@ -22482,7 +22697,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22498,40 +22713,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "f97b9c16d65921fb2c56ae2447fea2bb955be65e936accd416a5b776a3bf0b81", + "prepared_review_unit_hash": "e36dbdd05407d41960c1953271866fe3efda6fb363a4666d12669f47fcbe7969", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, - "estimated_input_tokens": 1393, - "estimated_eval_tokens": 3042 + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, - "estimated_input_tokens": 1393, - "estimated_eval_tokens": 3042 + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but not the same concrete change. PR 46269 is a broad distributed branch base spanning FSDP, tensor parallel, MoE, and CI wiring, while PR 46126 is a narrower EP + Trainer integration slice. Shared files alone are not enough to merge them as duplicates.", - "confidence": 0.89, + "summary": "Both PRs touch distributed tensor-parallel/MoE files, but #46126 is a focused EP+Trainer integration change while #46269 is a broad distributed branch-base bundle. The overlap looks incidental, not the same concrete fix.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46269 is the broader umbrella change and the likely base branch for the distributed stack work; it subsumes multiple distributed subsystems rather than a single focused fix.", + "canonical_pr_reason": "If one PR must anchor the cluster, #46126 is the better canonical representative because it has a single, concrete EP/Trainer scope; #46269 is too broad and mixes many unrelated distributed changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46269 is the best representative for the cluster because it is the larger, more general distributed branch integration PR and contains the shared distributed infrastructure touched by the other PR.", + "best_pr_reason": "#46126 is the best representative of the shared area because it targets one clear change path and is easier to reason about than the large, mixed-scope #46269.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed files, but 46269 is a broad multi-feature base branch and 46126 is a focused EP+Trainer integration PR. They do not appear to fix the same single bug/change and would not plausibly be merged as one PR." + "reason": "Shared distributed filenames are not enough here: #46126 is a specific EP/Trainer integration, while #46269 is a large branch-base PR spanning many unrelated distributed edits. They do not look like the same underlying change and would not plausibly merge into one PR." } ] }, @@ -22545,7 +22760,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22593,190 +22808,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "a74fb3d7f6f1179667a5e0e4b2d28235f2f79bf711bb2904e8923fd701e66f6c", + "prepared_review_unit_hash": "340087a4601f66081d5d1b8e7644d3e7a21ee74f8f135fae318c9df93600a096", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23355, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23359, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23355, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23359, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow maintenance PRs. The only tight subcluster is the three `pr-ci-security-gate.yml` updates, but even those are distinct changes rather than the same underlying fix.", - "confidence": 0.97, + "summary": "These are mostly unrelated workflow-maintenance PRs that only look similar because of their titles and `.github/workflows/*` scope. The only same-file group is `pr-ci-security-gate.yml`, but the three PRs there change different behaviors, so they should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a clear duplicate-canonical for the whole cluster because the changes span different workflows and different behaviors. If one representative is needed, #46554 is the most substantive and concrete workflow-security change.", + "canonical_pr_reason": "PR 46554 is the most substantive representative of the set: it makes a concrete security-gate behavior change in `pr-ci-security-gate.yml` and is the clearest central example among the similar-looking workflow updates.", "best_issue_reason": null, - "best_pr_reason": "#46554 is the strongest representative PR: it makes a concrete behavior change in the PR CI security gate by checking out the PR head and blocking workflow/CI-infra modifications. The others are smaller or orthogonal workflow tweaks.", + "best_pr_reason": "PR 46554 is the strongest standalone PR here because it has the clearest functional intent and the most concrete code-path change; the other PRs are either unrelated workflow tweaks or different changes in the same workflow file.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs PR CI security-gate hardening." + "reason": "Different workflow files and different behavior; only broad CI-maintenance similarity, not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates self-comment CI input handling, the other changes security-gate permissions/approval flow." + "reason": "Unrelated workflow update in a different file; no shared code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different behavior; not the same underlying bug or change." + "reason": "Unrelated workflow update in a different file; only superficial title similarity." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both use safer shell quoting, but in different workflows and command paths; not the same concrete fix." + "reason": "Different CI workflow and different shell/input handling fix; not the same bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Completely different workflows and purposes." + "reason": "Different workflow and different operational hardening change; not duplicate content." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated: SSH runner hardening vs benchmark workflow trigger change." + "reason": "Different workflows and different logic; both are CI changes but not the same underlying fix." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Unrelated workflow updates." + "reason": "Both touch workflows, but one is anti-slop permissions and the other is SSH runner hardening; distinct changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow updates." + "reason": "Different workflow behavior: reviewer checkout ref vs. SSH runner hardening; not the same issue." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening is unrelated to PR CI security-gate logic." + "reason": "Different workflows and different security concerns; no single concrete change to merge." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes." + "reason": "Different workflows and different fixes; only broad CI/security similarity." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different behavior changes." + "reason": "Different workflow files and unrelated permission/scheduling changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow updates with no shared concrete bug." + "reason": "Different workflow logic in different files; no shared bug or code-path." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; one changes anti-slop permissions, the other shell quoting in build-ci docker images." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow changes; not the same fix." + "reason": "Different workflows; same general CI area is too broad to dedupe." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow triggers/configuration; not duplicate changes." + "reason": "Different workflow behaviors in different files; not the same underlying change." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "Unrelated workflow hardening vs. commit-message parsing fix; different code paths." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different code paths." + "reason": "Different workflow files and distinct fixes; not mergeable as one duplicate PR." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow concerns; benchmark trigger vs commit-message parsing." + "reason": "Different workflows and different functionality; only superficial CI similarity." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Different workflow behavior; not the same bug/change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow-hardening tweaks, but they address different scripts and different failure modes." + "reason": "Different files and different fixes; no duplicate code-path problem." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different workflow areas and unrelated logic changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete changes: one adds diff-based security checks, the other adjusts permissions and approval gating." + "reason": "Same workflow file, but they change different steps for different purposes (security checks vs. permissions/approval gating); not the same concrete change." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but the comment-only note update is not the same fix as the security checks." + "reason": "Same file, but one changes executable security-gate logic while the other adds explanatory comments around a reusable workflow call; not duplicate." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but distinct changes with different purposes; not the same underlying problem." + "reason": "Same workflow file, but the patches address different concerns and code paths; not the same underlying fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow changes." + "reason": "Different workflow files and unrelated changes; no duplicate relationship." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflows and fixes." + "reason": "Different workflows and different security hardening goals; not the same PR change." } ] }, @@ -22790,7 +23005,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22806,7 +23021,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "d9de4b82e67fe96111fa0e5abd51f2b7f6a2d99543f23fc5f7aa7b11fed95fe3", + "prepared_review_unit_hash": "0fc885f82b7a895b1cf9a82e98848b9a2540f9810e4a0086e32e0788f0d675d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22828,18 +23043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both replace file-open-based source inspection, but they fix different code paths in different modules: one in import utilities, one in model attention-implementation detection. They are related in theme, not the same underlying change.", - "confidence": 0.93, + "summary": "These are related only at a very high level: both replace brittle file-based source access with safer source/introspection mechanisms, but they touch different code paths and would not plausibly be merged as one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative because it targets a concrete, well-scoped bug in `_can_set_attn_implementation`, includes a test file, and the title matches the actual behavior change.", + "canonical_pr_reason": "PR 46152 is the better representative for the cluster theme because it directly centralizes source-file access in import_utils and introduces a reusable traversal helper, making it the broader infrastructure change.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR in the cluster: it has a focused code-path fix, clearer intent, and validation coverage. PR 46152 is a separate import-utils refactor/compatibility fix rather than the same change.", + "best_pr_reason": "PR 46152 is the best overall representative because it is the more general source-reading refactor; PR 46207 is a narrower, separate fix in modeling_utils.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid `open()` for source reading, but they affect unrelated paths (`import_utils._resolve_traversable` vs `modeling_utils._can_set_attn_implementation`). They do not appear to be the same bug or one mergeable change." + "reason": "Both avoid open()-based source reads, but they affect different modules and distinct code paths (import_utils vs modeling_utils). They are similar in approach, not the same underlying bug or change, so they should not be merged as duplicates." } ] }, @@ -22853,7 +23068,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22871,7 +23086,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "0e78b1483f30cfbfa945c87a9ce657f88419822409c39d25f7eb99f0408a5dca", + "prepared_review_unit_hash": "ae2300dab4ff26c80629e26b6b7e31ed36f0d000f0e07e76dbc94baeb62d8141", "component_budget": { "node_count": 3, "item_count": 3, @@ -22893,30 +23108,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are the same StaticLayer type-hint fix; the static-cache max-len change is unrelated and should not be clustered with them.", - "confidence": 0.98, + "summary": "Two PRs are near-duplicates of the same StaticLayer.get_seq_length type-hint fix, while the cache max-len config PR is unrelated and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the cleanest representative of the duplicate type-hint fix: it targets the same issue (#45987), touches the same file, and has the clearer title/body for the exact annotation change.", + "canonical_pr_reason": "PR #46173 is the strongest canonical representative for the duplicated type-hint fix because it has the explicit linked issue target and matches the same cache_utils change as #46474.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the best cluster representative because it is the exact same change as #46474, explicitly linked to the underlying issue, and is narrowly scoped to the type annotation fix.", + "best_pr_reason": "PR #46173 is the best overall representative of the duplicate pair; #46474 is effectively the same patch, while #46436 addresses a different generation cache-length bug.", "soft_edge_verdicts": [ { - "left": "pull_request:46436", + "left": "pull_request:46173", "right": "pull_request:46474", - "accept": false, - "reason": "Different bugs/changes: one fixes static cache max-len handling in generation, the other only updates StaticLayer.get_seq_length type hints." + "accept": true, + "reason": "Same file, same line-level change, same explicit issue target, and the diffs implement the same StaticLayer.get_seq_length return-type annotation fix." }, { - "left": "pull_request:46173", + "left": "pull_request:46436", "right": "pull_request:46474", - "accept": true, - "reason": "Same underlying change: both update StaticLayer.get_seq_length return type annotation in src/transformers/cache_utils.py and target the same issue (#45987)." + "accept": false, + "reason": "Different bugs and code paths: one changes static cache max length handling in generation, the other only adjusts a type hint in cache_utils." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet, and the soft-edge calls are conservative. PRs 46173 and 46474 clearly match on the same file, same issue target, and same type-hint change; 46436 is a different generation/max-len fix, so rejecting that pair is appropriate." + "feedback": "The analysis is grounded in the packet: PRs 46173 and 46474 both make the same cache_utils type-hint change and share issue target 45987, while 46436 targets a different issue and modifies generation cache-length behavior. The soft-edge verdicts are conservative and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -22927,7 +23142,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22943,7 +23158,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "2263316d2be505055b19869911c87fb6c18b77212d0f488de18fa880840e7fe4", + "prepared_review_unit_hash": "b0ad33899c064619daf3961fc98218a157517a4a5122ac7246b98a242a0a9067", "component_budget": { "node_count": 2, "item_count": 2, @@ -22965,18 +23180,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are the same underlying fix: the right-side sliding-window boundary in Moonshine streaming is off by one. PR 46546 is the broader, more complete version of the fix and includes tests.", - "confidence": 0.95, + "summary": "Two open PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming masking; the second PR is broader and also covers Gemma4 plus tests, so it is the better representative.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus test coverage and also applies the change to the related Gemma4 implementation.", + "canonical_pr_reason": "PR 46546 is the more complete fix: it includes the Moonshine streaming boundary correction, adds Gemma4 coverage for the same helper bug pattern, and includes test updates.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative of the cluster: it fixes the same bug, spans the related implementations, and adds tests.", + "best_pr_reason": "PR 46546 is the best representative because it is broader, includes validation, and addresses the same concrete boundary condition more completely than PR 46310.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs fix the same concrete off-by-one bug in the right window mask for Moonshine streaming; 46546 is a superset with the same code-path fix and test coverage." + "reason": "Both PRs change the same right-window mask boundary from < to <= in the same sliding-window helper, so they address the same underlying off-by-one bug and could be merged into one combined fix." } ] }, @@ -22990,7 +23205,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23006,7 +23221,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "30848491cf00d44fc55fff8020d788b1e2f98222c55176d5ac4cd607506e6543", + "prepared_review_unit_hash": "175e374d61af0e2f321e6a437f52bfc980359401e4216d0029242d7b57d86ee7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23028,18 +23243,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model stack, docs, and tests. The soft similarity signal is not enough to treat them as duplicates.", + "summary": "These pull requests are not duplicates: one adds multimodal support to continuous batching internals, while the other adds a new HunYuan VL model package, docs, and tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better representative item only because it is a complete, non-draft feature addition with extensive model, docs, and test coverage; PR 46376 is a draft infrastructure change in a different area.", + "canonical_pr_reason": "No single canonical PR is appropriate here because the PRs target different features and code paths; if a representative is required, pull_request:46417 is the more self-contained addition with broader implementation and review activity.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster due to its fuller implementation scope and clearer end-to-end feature integration, while 46376 is still draft and addresses a separate subsystem.", + "best_pr_reason": "pull_request:46417 is the better standalone representative only in the sense that it is a complete feature addition with clear scope; however, it is not a duplicate of pull_request:46376 and should not be clustered with it.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "They address different underlying changes: continuous batching multimodal support versus adding the HunYuan VL model and its documentation/tests. They do not look mergeable into one PR." + "reason": "Different underlying changes: 46376 modifies continuous batching cache/scheduler/runtime for multimodal support, while 46417 adds a new HunYuan VL model, processing, docs, and tests. They do not fix the same code-path problem and could not plausibly be merged as one PR." } ] }, @@ -23053,7 +23268,70 @@ { "label": "pull_request", "component_index": 35, - "component_count": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "7a7adc5bdf57dbefbc595ce0c81534f03a49ba8972aceafb057f4e1c27f18d41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode behavior that strips real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading into the wrong tokenizer class. They target different code paths and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical representative for the other; they address different tokenizer bugs in different subsystems and are not mergeable as one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and fixes: CodeLlama decoder stripping vs. AutoTokenizer checkpoint-class override for DeepSeek checkpoints. They do not share the same code path or 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": 36, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23069,7 +23347,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "65d0680bf3d515db360afdd45a648d70754a2d02ab0e3381ad73471fc6d50e99", + "prepared_review_unit_hash": "707342ee986c262326321981026c84c1535696405342836282f2f3eb97ff5321", "component_budget": { "node_count": 2, "item_count": 2, @@ -23091,18 +23369,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the Mistral tokenizer area, but they address different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They are related by subsystem, not the same underlying change.", - "confidence": 0.94, + "summary": "Two open Mistral PRs are related but distinct: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They share files because the broader tokenizer work likely builds on the refactor, but they are not the same change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the more substantive user-facing change: it introduces tekken tokenizer detection, conversion, and save utilities. PR 46603 is mostly a code reorganization moving `MistralConverter` into the integrations package.", + "canonical_pr_reason": "PR 46604 is the better canonical PR for the cluster because it is the broader, more substantive Mistral tokenizer change and appears to encompass the converter relocation as part of the feature work.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 best represents the cluster because it contains the larger functional addition and spans the core tokenizer behavior change, whereas 46603 is a narrower refactor.", + "best_pr_reason": "PR 46604 is the best representative PR: it addresses the main functional tokenizer work, whereas PR 46603 is only the narrower code move/refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: 46603 moves `MistralConverter`; 46604 adds tekken tokenizer detection/conversion/save logic. Shared files and subsystem do not make them the same fix." + "reason": "Not the same underlying change. 46603 is a package refactor moving `MistralConverter`; 46604 adds tekken tokenizer detection/conversion/save utilities. Shared files reflect dependency, not duplicate code-path fixes." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 60453923f61c842d28eeb08d1d0585c71e0dc170..af29eb949745e764a4646f04d5780661aa5635e7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260616t000025z", + "analysis_id": "hybrid-model-20260616t060022z", "archived_artifacts": { - "hybrid": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260616T000025Z/analysis-runs/hybrid-model-20260616t000025z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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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-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..9c6003bff47abbb8495e49ba057bd54544ef1bf3 --- /dev/null +++ b/snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,23395 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260616T060022Z", + "generated_at": "2026-06-16T06:09:50Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "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" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "4cf30975fd20e026d89b1298ee0d9c274aea9673c1e589e66f370d35c70b8773", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 62, + "serialized_chars": 45726, + "estimated_input_tokens": 11432, + "estimated_eval_tokens": 23120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster still breaks into a few real duplicate subclusters, mainly the DeepSpeed ZeRO-3/BERT index-error pair and the torch 2.4.1 compatibility pair. The Qwen3.5 MoE rotary/offload issues are related, but not established as the same bug, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it cleanly represents the DeepSpeed ZeRO-3 BERT out-of-bounds index failure and matches the strongest duplicate pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue to anchor triage: it is concrete, reproducible, and has the clearest true duplicate relationship to issue:43638.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions breakage." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different concrete bugs: AMD GPU failure vs MPS histogram op missing for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated failures: GPT-OSS on AMD GPUs vs Nemotron example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete bugs: AMD GPU failure vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failures: ModernBERT export vs Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different issues: ONNX export failure vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Unrelated: table QA crash vs outdated RAG docs." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale-doc issues for v5 removals, but they target different removed items and pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: export to ONNX vs GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different code paths: TRL SFT embedding unpacking vs resume/trust-remote-code training issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: mask shape mismatch vs Gemma4 device mismatch in forward." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad error class, but different concrete bugs and models." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated: ZeRO-3 BERT index error vs resuming local model training with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete error messages and model paths." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Both involve shape mismatches, but the models and mechanisms differ." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: tensor mask mismatch vs GPT-OSS MoE TP issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different issues: remote-code resume failure vs Nemotron example breakage." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different failures: Qwen3-VL video StopIteration vs training resume/remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated bugs." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different models and domains: BarkProcessor preset handling vs ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures and models are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug; one title is just a more specific variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: Liger kernel cross-entropy call vs GPT-OSS MoE TP issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated model/runtime errors." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different areas: processor failure for Voxtral vs remote-code config_class import error." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: FSDP checkpointing recompute mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are training/DeepSpeed issues, but not the same failure mode or code path." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Related Qwen3.5 MoE rotary/offload symptoms, but the packet does not establish the same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: BERT ZeRO-3 index error vs GPT-OSS only-TP failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model behaviors: detokenization bug vs LoRA save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: NVFP4 runtime error vs AMD GPU support failure." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and code paths despite both involving training-time computation concerns." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they affect different models and are not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different stale-doc references: removed pipeline tasks vs removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model issues: autocast dtype mismatch vs MPS Int histogram op missing." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: TRL SFT embedding unpacking vs MPS histogram failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different failures and subsystems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: BERT ZeRO-3 index error vs GPT-OSS MoE TP issue." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure modes: Gemma3 vLLM config error vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same family (Gemma4), but different concrete bugs: device-mismatch forward vs expensive reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; the latter is just a less specific restatement." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated: generic torch version incompatibility vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: activation-checkpointing shape issue vs Qwen3 auto device-map assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: autocast dtype mismatch vs GPT-OSS MoE TP failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: torch dynamo grouped_mm error vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime problems." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: NVFP4 runtime error vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: invalid method call in GraniteMoEHybrid vs MPS histogram implementation gap." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different areas: TRL SFT embedding unpacking vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Different models and not clearly the same ZeRO-3 bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different documentation cleanup targets." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different underlying problems." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs despite both touching training-time computation." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: collective mismatch in ZeRO-3 vs custom trainer loss signature mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: checkpointing/FSDP issue vs import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different areas: GPU support bug vs outdated RAG docs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same model family, but different concrete forward-path bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong: issue:45859 vs issue:45902 are clearly related to Qwen3.5 MoE rotary-embedding/materialization/offload behavior, yet the packet does not establish they are the same underlying bug. The wording \"same underlying ... problem\" overstates the evidence. The other accepted pairs are well supported, but this one makes the overall triage too aggressive." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "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:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:44387|issue:45005" + ], + "prepared_review_unit_hash": "a863bca78f5f6f140b485663b93e6fb2ce33c48325897bef058a6a3f26910ea6", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers issues. I only see two clear duplicate families: a DeepSpeed ZeRO-3 empty-tensor IndexError and a v5 AutoTokenizer wrong-token-IDs regression. The rest are too model-/subsystem-specific to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the best issue canonical: it describes the broader tokenizer regression, covers multiple affected models, and is the clearest representative of the underlying bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue candidate because it is open, broad in scope, and captures the shared v5 AutoTokenizer regression better than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading/weight issues, but they affect different models and failure modes; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 support breakage are different problems." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to distributed build support." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 empty-tensor IndexError during model initialization/loading; model names differ but the code-path failure matches." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/config problems: missing Gemma3 config attribute vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "One is a docs mismatch, the other is obsolete run-command documentation; not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different surfaces entirely: AMD GPU runtime support vs table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy fallback and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal models, but device-mismatch forward failure is not the same as chat-template video token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs do not match." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are separate compatibility issues." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: both report wrong token IDs from AutoTokenizer in v5; 45920 is the broader representative report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model checkpoint-loading failures with no shared concrete code path." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to RAG example documentation." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch is not the same as the PyTorch distributed support break." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but the model/config failures are different and not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the tensor-mask mismatch and ZeRO-3 size-0 initialization failure are distinct." + }, + { + "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": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different compatibility layers." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table-question-answering crashes do not share a concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 IndexError and torch/version incompatibility are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading and PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 and chat, but one is a crash and the other is a streaming API failure; not clearly the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime failure and task crash; no shared concrete code path." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure types." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram operator error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS int histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and Ovis2 checkpoint corruption are separate problems." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different IndexError shapes and different loading scenarios; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code model_class/config_class handling are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression and tied-weights translation-model issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is supported by the broader v5 AutoTokenizer regression in issue:45920, and the two accepted duplicate families (issue:41762/issue:43596 and issue:45812/issue:45920) are plausible from the titles and descriptions. The remaining non-duplicates are appropriately treated as model- or subsystem-specific rather than overmerged." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44492|issue:44512", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "c822c6849464fd22d1acabd7161119693e01d403d086fa9fe479dc33803de570", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: validation errors, multimodal regressions, tokenizer issues, and model-loading bugs. Only the remote_code/custom-module loading pair looks like a likely duplicate; the rest are distinct root causes.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45698 is the broader, more representative report: it describes the end-user failure mode (`from_pretrained` loading the wrong custom module), while issue:45632 looks like a specific cache-path collision symptom of the same remote-code loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it captures the general custom-module loading bug in a way that can subsume the narrower cache-collision symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention mask/shape failures, but they appear to involve different code paths and models (generic tensor masking vs Qwen3.5 input embeddings with TRL)." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: torch dynamo/grouped_mm tracing in Mixtral vs TP not working for GPT-OSS MoE. Same broad MoE area, not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF architecture support is a loader/model-compatibility request, not the same issue as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an `_is_hf_initialized` constructor argument error, the other is a pydantic `PretrainedConfig` field break. Different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic `PretrainedConfig` break are unrelated changes." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video-related, but one is an image preprocessor dtype mismatch and the other is a video chat-template token/feature count mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime/kernel issues." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage in recent transformers and torch/transformers version incompatibility are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a DeepSpeed ZeRO-3 init out-of-bounds error." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but one is a broad v5.3.0 regression across several model families and the other is a specific apply_chat_template mismatch on Qwen3.5-9B." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 text embedding quality and SigLIP2 AutoModel/pipeline nonsense outputs are related model-family symptoms, but not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "`from_config` not unwrapping `text_config` and uninitialized `inv_freq` after `to_empty` are separate Qwen multimodal issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated loader/back-end failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight constraint and Qwen3.5 input embedding unpacking are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5/TR L input embedding unpacking do not share the same failure path." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and GLM5 are model-specific quality/behavior reports, not the same issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote_code/custom-module loading problem: a cache/path resolution bug causing `from_pretrained` to pick the wrong module, with 45632 presenting a specific collision symptom." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model init breakage and flash-attn fallback blocking are unrelated compatibility issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3 image-text generation and translation-model tied-weights issues are different model families and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FP8 failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 and tied-weights translation-model bug are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight translation models are different concerns." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and docs mentioning removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but one is generic `input_ids`/`inputs_embeds` XOR logic and the other is T5 decoder-input validation; not enough to treat as the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and docs mentioning a removed command are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms (DeepSeek-Coder output vs CodeLlama leading-space round-trip)." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different model-integration failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method calls are distinct model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The only accepted soft pair (45632/45698) is a plausible duplicate based on the titles alone, while the other pairs are reasonably rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "77df2676d467009f09fdf7415025ddd968257076420b4d51df23339b14225d6d", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38110, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there is a clear duplicate thread around the Transformers v5 non-persistent buffer corruption regression in `from_pretrained` / `to_empty`. Most other pairs only share a broad model-loading or tokenizer theme and should not be merged.", + "confidence": 0.68, + "canonical_issue_reason": "`issue:43950` is the clearest concrete bug in the set and the strongest duplicate hub: it precisely describes the v5 non-persistent-buffer corruption regression, with close overlap to `issue:44534` and `issue:45902`.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` is the best representative issue overall because it is specific, actionable, and central to the only clearly duplicated bug thread in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are mishandled/corrupted during load/materialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example/model mismatch and the other is embedding quality; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code` missing fields is a different config-return bug than buffer corruption in `from_pretrained`." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom trainer API signature vs DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs Qwen3.5 3D `position_ids` / flash-attn crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related, but the `Int8Params` kwarg breakage and missing `Float8` storage are separate incompatibilities." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both are tokenizer-output regressions in v5; `46489` looks like a model-specific gap in the broader wrong-token-IDs bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue is not the same as a general tokenization-version change." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and load-time noise are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same family of bug: non-persistent buffer/materialization path leaves buffers uninitialized or junk-filled." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 quality, but zero probabilities and worse embeddings are not clearly the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failures: bad AutoTokenizer error message vs missing attribute on `MolmoForCausalLM`." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence crash and CPU-offload incompatibility in Qwen3.5 MoE are distinct issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and int4 memory/OOM regression are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Performance regression in SigLIP2 embeddings is not the same as a general HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 `KeyError` from shared state rebuilding is unrelated to buffer initialization corruption." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no clear shared code-path." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 `flash_attn` import failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue is separate from Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape error and early-stopping metric handling are unrelated training issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise and `cjvt/sleng-bert` load failure are not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` returning incomplete config fields is broader-adjacent but not the same as remote-code model breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 failure are different model/setup issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int support error and Gemma4 PLE device mismatch are distinct." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only load error and GLM5 issue are different model-specific failures." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and bitsandbytes `Int8Params` incompatibility are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure and missing `all_tied_weights_keys` on Molmo are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage is not the same as Gemma4 device-map forwarding mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case and remote-code regression are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility break between versions and a tie-word-embeddings warning are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map forward device mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The 43950/44534/45902 thread is clearly the strongest duplicate family from the titles, and the other pairwise rejections are appropriately cautious. The accepted tokenizer pair (45920/46489) is also plausibly the same v5 regression family from the titles, not an overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "da55aa20d941cd43cdbbbc847a0848d0bdd2176149056bad86d56dfc2ef647a2", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, with a small subset of true duplicates around docs cleanup, `_is_hf_initialized` init-time incompatibilities, and the same mask/index shape-mismatch error pattern. Most other pairs are only thematically similar (tokenizers, DeepSpeed, Qwen/Gemma loading) but not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set: it frames recent-version regressions breaking remote_code / model loading, which best matches the overall cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46661 is the most concrete, actionable representative of the loading-regression subset: a specific remote-code `from_pretrained` failure with a clear stack-level symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different methods (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and look like separate hotspots." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code loading regressions vs a specific Kimi-K2.5 tokenizer codec-handling regression; related theme, not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenization, but one is a LlamaTokenizer pre-tokenizer override issue and the other is a DeepSeek-Coder output regression; different root causes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; this is the same documentation cleanup issue." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption in `from_pretrained()` are different loading bugs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are composite/remote-code model-loading issues, but one is `from_config` unwrapping `text_config` and the other is a `from_pretrained` `config_class` AttributeError." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` kwarg incompatibility during initialization/loading of model weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3 MoE is unrelated to the bitsandbytes `_is_hf_initialized` constructor error." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Issue 45020 is a broad umbrella; 46661 is one specific remote-code failure mode, so they are not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio, but the titles point to a generic \"can't run\" report versus a specific `_torch_extract_fbank_features()` problem; not enough to treat as the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is a DeepSpeed weight-conversion/load failure, the other is a gradient-averaging bug during training; different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust_remote_code model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they concern different models and different failure modes (bad error message vs outright load failure)." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "`compute_loss()` kwarg incompatibility and a mask/tensor shape mismatch are unrelated training/runtime errors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures for Qwen models, but they target different model variants and different missing-weight symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different architectures and different load failures: GLM-4.7-Flash unit-test loading vs NemotronH checkpoint loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN explosion from Qwen3.5 position IDs is a numerical/training issue, not the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video inputs in Qwen VL-family models, but one is a broad v5.3.0 regression and the other is a specific `StopIteration` in Qwen3-VL-Embedding; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/index shape-mismatch error pattern, just with different concrete dimensions shown in the error message." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; only superficially similar." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model weight-loading issues, but they involve different model families and different missing parameters." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading are different problems." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss architecture support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/BertModel empty-index failure and torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling for still images and Qwen3.5-MoE uninitialized `inv_freq` are different rotary/position-id issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GPT-OSS GGUF support and Qwen3-MoE `sliding_window` behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is a FSDP2 KeyError in attention and the other is a device-map mismatch during forward; distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft-edge pairs. The accepted duplicates are well-supported (docs cleanup, `_is_hf_initialized`, and the mask/index shape mismatch), and the rejected pairs are phrased as related-but-distinct rather than overclaimed duplicates. Canonical/best issue choices are also defensible from the cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:36010|issue:42915", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "09b6ffdf12886ea1f4282f536d0d025cd7cbdabc9ad8b56e81ebca5857b5674a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37775, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with only a few likely duplicate pairs. The clearest duplicates are the non-persistent buffer regression, the SigLIP2 output regression, and the BERT model-loading failures for two specific checkpoints. The rest are different models, code paths, or failure modes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: DeepSpeed ZeRO3/BertModel indexing vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal, but the concrete bugs differ: image preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: non-persistent buffer corruption vs long-OCR index error." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss architecture support vs missing Float8 storage handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different loading problems: missing Qwen2.5-VL export vs meta-device loading failure." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video embedding failure vs MPS histogram support in MoE." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs meta-device model loading." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Related theme, but not clearly the same concrete bug: notebook-specific custom model init vs general custom model initialization." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention-path bugs in different models: Bamba torch.compile/SDPA vs Qwen3.5 flash-attn illegal access." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: Qwen3-vl video handling vs TRL SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different version incompatibilities: compiled flex_attention on torch>=2.9 vs a torch 2.4.1 issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: a 3d_parallel runtime failure vs GGUF gpt-oss support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different root causes." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different issues: GenerationMixin import error vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: Gemma4 PLE device mismatch vs a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: add-new-model-like validation vs Gemma4 forward device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2-base-patch16-224 regression: both report nonsensical/zero outputs from the same model family." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different issues: _is_hf_initialized breakage vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the affected models and specific validation failures are different." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different paths: DeepSpeed ZeRO3 BertModel initialization vs add-new-model-like handling of tokenizer mappings." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: empty-tensor/BertModel ZeRO3 init vs add-new-model-like validation." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: gpu+cpu offload loading vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: tokenizer-mapping validation vs tensor mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but different concrete reports: output regression vs docs example/model-processor mismatch and quantization errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight loading." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk; the titles describe the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different model-specific failures: Qwen3 auto device mapping CUDA assert vs Qwen3Moe FP8 config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs in different model families: Qwen3 MoE LoRA loading vs Gemma4 token embedding resize behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 failure vs mmap/OOM mitigation on Strix Halo." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version inability to load specific BERT checkpoints; likely the same loader/config regression." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but not the same bug: composite-checkpoint loading ignores dtype vs from_config leaves config.dtype stale." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: GLM5 issue vs Qwen3.5 flash-attention generation problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the titles, and the non-accepted soft edges mostly explain plausible but distinct bug surfaces without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:36010|issue:39404", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "c8ef710b0c0140de2373b8e5c234b613279e1fdefbd5097c54bf8a7ad9adb7ac", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only found a couple of true duplicate-like pairs: the two resize_token_embeddings regressions and the two lm_head-tie regressions; the rest look like separate bugs that happen to live in similar model/loading areas.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45276 is the clearest issue anchor: it describes a concrete, model-facing resize_token_embeddings regression and is the broader of the two matching embedding issues, so it best represents the duplicate pair with 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest global issue candidate among the genuinely related items because it is specific, reproducible, and broad enough to cover the shared resize_token_embeddings failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different failure modes: ZeRO-3 weight loading for language_model vs incorrect visual-encoder keys saved by save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and symptoms; one is an invalid method call in GraniteMoEHybrid, the other is a broken Nemotron example." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention MoE/quantization themes, but one is training memory inefficiency and the other is offloading behavior with quantization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they involve different models and different concrete breakages." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk vs Jupyter custom-model initialization are distinct transformer-5 regressions." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step calculation and SGD argument handling are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example with multiple issues while the other is a model/pipeline output problem." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different scope: Qwen3 MoE training memory usage vs generic int4 quantization OOM in Transformers 5.x." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and code paths: Qwen3 MoE accelerate/deepspeed conversion vs GLM-4.7-Flash load failure." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading issues, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility across versions is unrelated to a generic resize_token_embeddings/output_embeddings bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA portability vs a Qwen3-VL shape-mismatch load error." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading/setup issue is not the same as save_pretrained/from_pretrained corruption after sinq quantization." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "One is a chat crash on Qwen3.5-35B, the other is a Gemma4Processor attribute error in serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied/nested output or decoder embeddings across related composite model classes." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Serialization extra_state handling and init_empty_weights _is_hf_initialized argument handling are separate loading/saving issues." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are in flash_attention code, but they fail on different conditions and different stack paths." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch in one model is not the same as a separate model-loading failure in another." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is offloading behavior and the other is CUDA reserved memory growth under int4 quantization." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same concrete bug class: lm_head weights are not tied, causing bad generation in related multimodal model implementations." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to GLM5 model-loading issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading breakage are different incompatibility classes." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 attention KeyError and Qwen 3.5 multimodal config unwrapping are separate model-specific bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights loading and mmap-on-Strix-Halo OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state handling and Qwen3.5 MoE CPU offload compatibility are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and disabling mmap on Strix Halo address different memory-pressure sources." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts stay mostly conservative. The two accepted pairs are well supported by the titles, and the rejected pairs are generally explained with appropriately narrow reasoning rather than overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "ce69eb365f80a40eee85e80abc721e9f1c837d05ed75ea758541df9cc34c0991", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate family around `resize_token_embeddings` failing to propagate updates to tied/output embeddings across model variants.", + "confidence": 0.81, + "canonical_issue_reason": "`issue:45292` is the broadest statement of the shared bug (`resize_token_embeddings` not updating `output_embeddings`), and it cleanly subsumes the Gemma4- and T5Gemma-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best cluster representative because it captures the common code-path problem at the right abstraction level and is the most likely umbrella issue for the duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/model-loading regressions, but they involve different models and different failure modes (`NVFP4` load error vs `MXFP4` fallback to bf16)." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different bugs: track-to-track embedding leak in AudioFlamingo3 vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Both touch model internals, but one is a sparse-layer config bug and the other is an FSDP2 `shared_kv_states` rebuild issue; not the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions; distinct code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are unrelated regressions." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to output/tied embeddings; 45276 is the Gemma4-specific manifestation of 45292's broader report." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint loading failure and the other is a broken official example; insufficient evidence they are the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram error in a MoE path is not the same as the Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading failure are different issues." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling and mmap/OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing prohibition and RLHF gradient explosion from SDPA fallback are not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading failure and Qwen3.5 `save_pretrained` regression are separate model-loading/save issues." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are custom-model save/load topics, but one is a file-permissions problem and the other is wrong-module loading; different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `KeyError` are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer/BPE-marker behavior and `continue_final_message` behavior are different tokenizer bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same root bug family: `resize_token_embeddings` failing to update downstream embedding modules; `45335` is another model-specific manifestation." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and checkpoint-resume `max_steps` calculation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are different code paths." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure may be adjacent, but there is not enough evidence they are the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in notebooks and `extra_state` save/load handling are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing `Float8_e4m3fnStorage` and Strix Halo mmap OOM are unrelated runtime failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility and an autocast dtype mismatch are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer ID regression and `convert_tokens_to_ids` performance regression are distinct issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression and CodeLlama leading-space round-trip regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline breakage and a tokenizer-version tokenization change are not the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models, but one is `base_model_prefix` loading and the other is notebook-side initialization; not the same code-path failure." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` group-type crash and compile-time non-template-node error are distinct problems." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the 45292/45276/45335 cluster is a coherent resize_token_embeddings family, and the rest are handled conservatively as non-duplicates. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "63ec51d1a829e7aa4aca4c44405d31d21aa51fdc759508136f34f947bb75d325", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35587, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regressions (tokenizer loading, model loading, quantization, docs, and a few training/runtime bugs). I don\u2019t see any soft pair that looks like the same underlying bug, so none should be merged as duplicates. If one issue has to act as an umbrella representative, issue 43611 is the broadest loading-regression report here.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43611 is the broadest and most central v5 regression in the set: it describes a generic model-loading breakage tied to `base_model_prefix`, which is closer to the common theme than the more model-specific or docs-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single representative because it is the most general Transformers v5 loading issue in the cluster and could plausibly anchor discussion of related v5 loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different APIs/tasks (`return_all_scores` vs removed pipeline tasks); not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failure modes and code paths: `torch.export`/`torch_compilable_check` versus Perceiver interpolation handling." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a model/pipeline output quality issue; the other is a `ModelOutput` key assignment bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL are different problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and root causes: CamemBERT masked-LM prediction regression vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the specific tokenizer conflict and the `gguf_file` from_pretrained breakage are distinct." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and `continue_final_message` behavior for mistral_common tokenizers are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a v5 dev0 loading breakage and the other is a weight-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` serialization handling and `text_config` unwrapping in composite Qwen configs are different loading paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The reproduction issue is too generic and there is no evidence it is the same `continue_final_message` tokenizer bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and different internal failures (`backend_tokenizer` vs tokenizer selection)." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed Zero3/BertModel indexing and compiled flex attention on newer torch versions are separate runtime issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Saving/loading `extra_state` is unrelated to the v5 video-input regression for Qwen VL models." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load failures, but the models and failure mechanisms differ substantially." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "`AutoTokenizer` ignoring `tokenizer.json` and DeepSeek-Coder v1 output corruption are not the same bug, even if both are tokenizer-related." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 `lm_head` weight tying are unrelated issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different failing models and different loading regressions; no shared concrete code path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is a `base_model_prefix` loading issue and the other is non-persistent buffer initialization corruption." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction problems are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement bug and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different model-specific device issues." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text encoder weights not loading are separate model-loading regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and template-node compile error are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-tokens conflict and Qwen3 MoE FP8 config failure are different bug classes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`add-new-model-like` mapping logic and flex attention compilation failures do not share the same underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are unrelated runtime issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` config field loss and PagedAttentionCache linear-attention crash are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:44464|issue:45987", + "issue:43883|issue:44991", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:42915|issue:45084", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43322|issue:43540", + "issue:44265|issue:44610" + ], + "prepared_review_unit_hash": "73bd89098d7cfbc4db47f059876780ed39a36b1b51eadc66ac3f44fa62e07f44", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38071, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose set of unrelated transformer/model-loading regressions that only share broad surface similarity (v5, tokenizer, audio, loading, tracing). I would not merge any of the soft pairs as duplicates based on the available evidence.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression in the set and best represents the cluster\u2019s recurring theme of Transformers v5 breakage, even though the nearby issues are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest generalizable title and issue framing among this heterogeneous set, so it is the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a model/dataset issue vs tokenizer post-processor runtime updates; different bug classes and code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they involve different models and likely different breakpoints; no evidence of the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "One is FP8 config failure on Qwen3Moe, the other is PagedAttentionCache group-type parsing on Qwen3.5; distinct failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking vs multimodal IterableDataset loading; unrelated symptoms and subsystems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure vs template compilation TypeError; both involve compilation, but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backends issues, but one is missing tensorflow in an extra and the other is an unmapped tensorflow_text backend; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs custom model initialization breakage; related version window, different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling vs empty transcription after align_special_tokens; same area, different concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but one is a specific unsupported center arg regression and the other is a different fbank helper issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs model loading failure for a specific BERT checkpoint; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable dataset failure vs mistral_common continue_final_message behavior; different feature areas." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict vs Jupyter custom model initialization regression; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both touch GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure; insufficiently identical." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantized-model loading vs GGUF loading in v5; different loading paths and failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; no shared root cause." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are latest-version loading regressions, but on different models and likely different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs MIMI batched/single padding-mask mismatch; different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs cache length contract mismatch; related to generation internals but not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different affected models and symptoms; one is a missing attribute, the other is a tokenizer loading regression." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "These are the same broad v5 theme but not the same issue: one is custom model init, the other is non-persistent buffers being corrupted." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading-noise regression vs Mistral regex patch crashing on backend_tokenizer; not the same underlying defect." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter notebook custom model initialization breakage vs buffer junk during v5 load; different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8/Qwen3Moe failure vs init_empty_weights unexpected argument error; distinct initialization paths." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError; different multimodal bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability issue vs processor image-size mismatch; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44220|issue:44683", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43317|issue:43856", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "a31eadbb56df82fb6c1331217fd447c9a192ce4560f05728bc27fdc12c6c6e11", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36546, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Hugging Face/transformers issues; the soft pairs only share broad subsystem vocabulary, not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to anchor the cluster, issue:43089 is the broadest and most general problem statement here (generation performance/overhead) rather than a narrow model-specific regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43089 is the most plausible representative because it is system-level and generic, but the cluster is too mixed to treat it as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation dispatch/GPU sync overhead vs. StaticCache return type contract." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading-time errors, but one is a T5 tokenizer method conflict and the other is a MobileLLM key error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the specific failure modes and affected models are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different regressions: Qwen3MoE with FineGrainedFP8Config vs. missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a broad video-input regression and the other is a rope index scaling bug for still images." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different save_pretrained bugs affecting different saved keys and versions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading regression vs. convert_tokens_to_ids performance regression; different code paths." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated bugs: tokenizer attribute conflict vs. device-mapping cuda assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both mention configuration/loading, but sliding_window behavior and strict config parsing are separate issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different feature failures: audio fbank extraction vs. compiled flex_attention on newer torch." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "One is finetuning with multiple images per prompt; the other is a still-image position_ids scaling regression." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the base_model_prefix loading bug is distinct from non-persistent buffer initialization." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as noisy model-loading behavior." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config issues: PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Both are v5 regressions, but one is _is_hf_initialized handling and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token ID assignment and the other is CodeLlama space-preservation round-trip behavior." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise during loading and tokenizer loading failures are too generic to be the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both concern multi-image/multi-GPU Qwen VL workflows, but one is training setup and the other is iterable-dataset finetuning failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs. Float8 storage lookup error; no shared code path." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuild failure." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss and Whisper batch_decode special-token handling are different symptoms and subsystems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both mention Transformers v5 and initialization/typing, but the unexpected _is_hf_initialized argument bug is separate from Float8 storage resolution." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Distinct regressions: _is_hf_initialized init logic vs. non-persistent buffer junk filling." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token update behavior is different from mdeberta add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are separate model-specific issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Both are generation/training adjacent, but progressive generation with inputs_embeds is unrelated to iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both are model loading/training issues, but dequantized device_map offload is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "1112532a6a79dfb76292b22783c4612b81d7524dd9d152138fa2d0d7663c93ba", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36841, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated model/regression reports. The only strong duplicate-like clusters are around Transformers v5 model initialization/loading and a Qwen2.5-VL positional-index regression; most other pairs are too far apart to merge.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 43611 is the clearest representative of the shared Transformers v5 model-loading/initialization regression, and it is the best anchor for the only convincing duplicate subcluster in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the broadest, most central report of a concrete v5 initialization/loading breakage and aligns best with the strongest near-duplicate candidate (43646).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading error message vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow-related packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error; not clearly the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs in different code paths: flash_attention_3 degeneration vs num_labels=1 zero-loss classification behavior." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug are distinct." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is repository tokenizer.json loading and the other is Granite token ID mapping; different underlying problems." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: Video-LLaVA tower architecture issue vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA/device-map crash on Qwen3 vs Mistral regex/tokenizer attribute error; not the same issue." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/masking, but they affect different models and different mechanisms (padding mask vs sliding-window all-padding windows)." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower bug is unrelated to Qwen3.5 visual-encoder save_pretrained key corruption." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers v5 breaking model initialization/loading for custom architectures; same underlying init path regression and plausibly one fix." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization/init bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability issue vs dtype mismatch in inference; different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is unrelated to ModelOutput key handling." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image iterable finetuning failure and the other is video vision_position_ids regression; not enough evidence of the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend availability issue vs vLLM loading failure for a specific multimodal model." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL positional-index regressions in the same family of code; still-image temporal position_ids and video vision_position_ids look like the same underlying rope/positioning bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference failures: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL positional-index bug vs Kosmos2.5 long OCR index error; different models and failures." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a weight-tying failure in config/init and the other is save_pretrained serialization inconsistency; not clearly the same code-path bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device model loading breakage; too different." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different loading/config problems." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression is about model init state, while the other is a bfloat16 dtype mismatch." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling issue is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument error vs strict config rejection are different loading bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior vs tokenization changes are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading issue vs torch/transformers incompatibility; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export export failure." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal/device-map issues, but they concern different model families and distinct failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are mostly conservative. The two accepted pairs are plausibly mergeable into single bugfix clusters (Transformers v5 init/loading regression; Qwen2.5-VL position-id regression), while the rest are reasonably rejected as distinct failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:46305|issue:46315", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42796|issue:44977", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "444041268b89d6d342bbf89a3c9285d90e7609b14843f562cf9a7683ceda4e75", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated bug reports that only share broad themes like loading, offloading, tokenization, and quantization. No PRs are present.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the broadest open issue in the set and the closest thing to a cluster anchor because it covers offloading plus quantization, which recurs across several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, topical, and general enough to sit at the center of the loading/offloading/quantization subset without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different bugs: audio processor chat-template sampling-rate default vs PEFT adapter local checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-quality problems, but they involve different models and different failure modes (perplexity vs empty transcription handling)." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation cache/input-embed handling is unrelated to the Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in BarkProcessor is a different subsystem from progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load, but they are different models with no clear shared code-path or root cause." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/model-processor mismatch is not the same bug as iterable-dataset finetuning with multiple images." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying failure in AyaVisionConfig is unrelated to the Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark is a different problem from DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation and torch.export failures with torch_compilable_check are different code paths." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is an off-by-one masking bug; the other is a tokenizer performance regression." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but the models and concrete failures differ, so they are not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "A padding-mask batching bug in MIMI is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failing on B200 hardware." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion during accelerate+deepspeed loading is a different issue from a missing gradient-checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Special-token insertion for one tokenizer is not the same as the broader convert-to-IDs regression across multiple models." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are related only broadly; one is a dequantized-model load failure under gpu+cpu offload, the other is a more general quantized offloading regression." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: batched-vs-single encoder outputs vs non-default-resolution image classification." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model is not the same problem as gradient checkpointing being ineffective with LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next models is different from save/load corruption of sinq-quantized models." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Running a 3d_parallel script is unrelated to FineGrainedFP8Config failures." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP efficient loading and non-persistent buffer initialization are different state-loading problems." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config is not the same as failing to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and different crash types: Qwen3 device-mapping assert vs Llava Next segmentation fault." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the Molmo tied-weights attribute error." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but int4 quantization OOM and apex FusedRMSNorm memory leak are not the same underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure and a tokenizer loading regression are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same general Qwen family, but the actual bugs differ: device-mapping crash versus flash-attention generation behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "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:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:36331|issue:42617", + "issue:26413|issue:28530", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43065|issue:46402", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:44423|issue:45406", + "issue:42915|issue:43317", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "c0c62d24f97aa263837458cff363f3aa8025ffbdb23670fd1ae8256b840efea8", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few superficial theme overlaps (loading/tokenization, multimodal serving, offload), but no pair is clearly the same underlying bug. Best representative is the broad custom-model initialization regression.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest, most framework-level regression in the set and best fits a representative duplicate bucket around custom model loading/init behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most suitable single issue to keep as the cluster representative because its scope is broader and closer to the only other near-match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention model saving/tied weights, but they concern different models and different serialization failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs vs a 3d_parallel.py runtime failure are different code paths and symptoms." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric discovery are unrelated Trainer behaviors." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer API breakage and Qwen3Moe FP8 loading failure are separate bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape handling and tokenization differences are not the same problem." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated loader failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not clearly the same as a version-dependent tokenization change." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding and dtype mismatches in inference are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and Strix Halo mmap OOM are only loosely related by memory pressure, not the same code path." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel decoder dummy Conv2d and Sam3 text-encoder weights not loading affect different model components." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking in BitNet are different implementation issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3-VL auto device mapping cudaErrorAssert and a 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and checkpoint max_steps recomputation are separate Trainer/model-loading issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saved weights, but one is tied lm_head handling and the other is wrong visual encoder keys." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "These are different runtime failures in different models and execution modes." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are about custom loading patterns, but one is a broad 5.0 regression and the other is a specific from_pretrained-in-class behavior; not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenizer differences across versions are too broad to treat as the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "A tokenizer crash on NER inputs is not the same as a processor producing the wrong image size." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both touch image resolution, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the attribute errors point to different broken internals and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are different quantization/offload bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are distinct filesystem issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention parallelism, but Qwen3 auto device mapping and GPT-OSS tensor parallel behavior are not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping configuration and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM output issues and Qwen3.5 recurrent-state reset behavior are unrelated model bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 loading and pipelines import failure due to kernels version/revision requirements are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes in different model families do not indicate the same underlying defect." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature breakage and Qwen3-VL device mapping assert are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure 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": 21, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:44387|issue:45701", + "issue:44534|issue:46665", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "62276c13512563372968dc410b22f8e4182d9da18b11806cfc55f0b8a71452c5", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, multimodal, offload, config, docs, and training bugs. None of the soft pairs look like the same underlying issue, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not form one duplicate theme; they are a mix of unrelated bugs across different subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: the cluster is too diverse for one issue to serve as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes in different model families: Qwen3Moe FP8 config vs Llava Next load-time segfault." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Training early-stopping metric lookup vs image processor void segmentation-map handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both mention Qwen3 multimodal loading, but one is video input processing and the other is from_pretrained weight_only loading; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload infrastructure, but the concrete bugs differ: Bark CPU offload device mismatch vs BitNet packed-weight unpacking." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency is not the same as the T5 add_special_tokens method-name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map failure and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory/OOM regression does not match a tokenization-version change issue." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained inside Python classes are different loading bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and outdated docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen text_config unwrapping are distinct config/model issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to the multimodal token-count video-branch undefined-name bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token decode failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming chat/completions failure are different serving bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update and progressive generation cache behavior do not share a code-path." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal weight-loading issues, but they affect different models and different saved/loaded components." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Model/tokenizer loading failures for two different repos are not enough to treat as the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "from_config text_config unwrapping and CPU-offload incompatibility in rotary embedding are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding window support and missing Float8 storage are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and Qwen3.5 num_labels propagation are distinct API/config problems." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:45759|issue:45923", + "issue:43782|issue:45381", + "issue:43421|issue:43653", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:45072" + ], + "prepared_review_unit_hash": "2ad5488cdb4997f2963540dd6fb4d34c0302760f54635eb6882354c42195f0c7", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37056, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose semantic cluster of related but distinct issue reports. The offline-tokenizer pair and the Qwen2_5_VL batched chat-template pair are similar, but the packet only gives soft similarity and marks them non-deterministic, so they should stay tentative rather than be treated as confirmed duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44843 is the strongest anchor for the offline-tokenizer regression because it names the concrete _patch_mistral_regex/model_info() path; issue:42886 is the broader symptom report, but the packet does not provide direct duplicate-level evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it pinpoints the likely root cause and makes the offline-cache failure easiest to triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/load failures, but the error modes and code paths look different." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: a training warning about tie_word_embeddings vs a save/load regression for visual encoder keys." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient growth are separate problems." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading breakage and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision processing, but they involve different models and different failures." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "The titles match closely, but the packet only shows soft similarity and no direct duplicate evidence." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Related tokenizer-surface area, but runtime post-processor updates and save/load token-ID loss are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: embedding unpacking vs evaluate-after-train behavior." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert on Qwen3 auto mapping is a different failure from the T5 memory-leak report." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/saving, but the concrete breakages differ." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing and T5 memory leak are different issues." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior and Jupyter custom-model initialization are separate bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "They are likely related offline-tokenizer reports, but the packet does not provide enough direct evidence to call them the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping and missing gradient-checkpointing support are different problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL regressions: weight_only loading vs video position IDs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention tokenizer internals, but they are different bugs with different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example failures and offloading-with-quantization behavior are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific correctness regressions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local-checkpoint loading with PEFT adapters is unrelated to quantized offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor updates and LayoutLMv2 tokenizer crashes are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are Mistral-regex-related tokenizer regressions, but the concrete failures are not the same." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC STE/forward mismatch are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but the affected models and failure stages differ." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different model-loading/processor regressions with no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different inference failures in different models and execution modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is directionally reasonable, but it overstates evidence for the two accepted soft edges. In the packet, both `issue:42886`\u2013`issue:44843` and `issue:44514`\u2013`issue:44545` are marked `deterministic_accept: false`, so treating them as true duplicates is too strong. The rest of the rejects are conservative enough, but the duplicate calls need to stay at most tentative unless the packet gives stronger direct evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46665" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:43550|issue:43927", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:43322|issue:45685", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "4efafb91e39cc5f1a7e5e119e18166c54826607e00df709554ce39581c5eb1ee", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35390, + "estimated_input_tokens": 8848, + "estimated_eval_tokens": 17952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: many items are broadly about Transformers v5 loading/tokenizer regressions, but the soft pairs mostly describe different concrete failures, so I would not merge them as duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set; it cleanly represents the cluster\u2019s general v5 model-loading breakage better than the narrower, more specialized bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it is general, user-facing, and closest to the shared theme of loading regressions across v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and symptoms: Deepspeed/zero3 BertModel init versus audio feature extraction. No shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a torch.compile/SDPA model execution bug; the other is config save/load losing custom token IDs. Different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions missing and RTDetrV2 output drift are separate model regressions with different mechanisms." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both touch tokenizer loading, but one is an AddedToken API error and the other is a specific tokenizer model load failure. Not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve from_pretrained/loading, but 43611 is a base_model_prefix regression while 46665 is about behavior inside Python wrapper classes. Different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenization/padding crash and Perceiver image-size interpolation failure are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug versus add-new-model-like failing in TOKENIZER_MAPPING_NAMES. Different underlying issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and DAC.from_latents vs forward mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE behavior and AutoConfig trust_remote_code field loss are different parts of the stack." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA failure and DAC latent conversion mismatch are different model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is overly strict config blocking granite_speech. Not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and a Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but one is an offline-mode model_info() call and the other is a backend_tokenizer AttributeError. Distinct bugs in the same area." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model mismatch with quantization and Kosmos2.5 long OCR input index error are separate problems." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are different components and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram support error are unrelated runtime issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regression are different model-specific behaviors." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after token alignment and Kosmos2.5 long OCR input index error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are different training/inference issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Gemma3n audio tensor attribute collision are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error messaging and degenerate single-label classification loss are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk values and FSDP CPU RAM efficient loading breakage are separate initialization/loading regressions." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:46294|issue:46463", + "issue:43540|issue:45381", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "8dc84860e73b8e4b29ee7822f1b9571754b8c7b4624c34e8bfc2e85d84b74a9a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35840, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not true duplicates: they describe different models, different code paths, or one is just a broader umbrella report. The only clear duplicate-like match is the tokenizer added-token spacing regression and the slow/fast tokenizer inconsistency report.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 28218 is the clearest open, concrete report for the tokenizer added-token spacing regression, making it the best canonical issue for the one accepted duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 28218 is the best overall representative because it is specific, actionable, and matches the only pair that looks like the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer corruption vs StaticCache seq-length return type." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different symptoms and code paths: Apple Silicon warmup TypeError vs stale config dtype after from_config()." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific regressions: Qwen video-input failure vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message wording issue; the other is a model output regression in SigLIP2." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading bug and Video-LLaVA architecture/weights bug are not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug is separate from Whisper batch_decode() ignoring skip_special_tokens." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Loading error with weight_only=True is different from flash-attention generation behavior." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video feature/token mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen models and likely different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels import/version requirement failure are separate problems." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella for remote_code breakages, not the same concrete symbol-removal bug as 44561." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch is unrelated to bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights loading failure is a different issue from dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to the same tokenizer behavior regression around added tokens; 29159 frames it as slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related topic, but one is a runtime error message and the other is stale documentation." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "These are unrelated failures in different subsystems: dtype handling vs allocator warmup." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Non-persistent buffer corruption and return_tensors precedence are unrelated bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but the FSDP loading break and init_empty_weights TypeError are different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization and from_pretrained inside classes are distinct issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as general tokenization changes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package extra/backend installation issue is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError is separate from CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIPTextModel structure inconsistency are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE scaling bug do not share the same root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted pair (28218/29159) is plausibly the same tokenizer-family regression from the titles alone, and the rejected pairs are generally justified by distinct models, subsystems, or failure modes. No mergeability issues apply here because this is not a PR-pair cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43906|issue:46209", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:38175|issue:44610", + "issue:42175|issue:46291", + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:44387|issue:44617", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "19f65f9f0160afa9674ada3898d99213422bcba32597599582e69b800ac40d7f", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36177, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad Transformers themes (loading, tokenizers, multimodal processors, quantization, training) but not the same concrete defect. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across different models, processors, tokenizers, training paths, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative: the cluster is too mixed for one issue to serve as a reliable canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems and failures: audio processor sampling-rate default vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization loading/fallback." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor load crashes, but they affect different models and different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related warning wording, but the underlying model/config issues are not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video-path bug is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM load KeyError is not the same as generic remote_code breakage." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization loading behavior." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: label reduction in an image processor vs MPS attention correctness." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIPTokenizer max length." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but one is gguf_file handling and the other is a specific tokenizer regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/Bert index error is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading is unrelated to multimodal token counting." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Jupyter custom model initialization regression." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage is unrelated to compute_loss signature change." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability behavior is unrelated to OmDet-Turbo preprocessing size mismatch." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow extra packaging issue is unrelated to kernels v0.15 import requirements." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to git-oss-20b MXFP4 loading." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes are different: quantization memory regression vs model-specific video OOM." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path slash import warning is unrelated to Qwen3 MOE weight conversion." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 loading issue is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "These are not the same bug; one is an isolated reproduction, the other is an FP8 hardware-specific inference failure." + }, + { + "left": "issue:45020", + "right": "issue:44977", + "accept": false, + "reason": "Generic remote_code breakage is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch decode skip_special_tokens." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43650|issue:43906", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43454|issue:43577", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:28282|issue:34689", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:42175|issue:43824" + ], + "prepared_review_unit_hash": "51133d500aec757b4d7591da794b2c97926d9e04216fd9251b5482f2c0cb0895", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose embedding grouping of unrelated Transformers issues. The proposed soft pairs share broad vocabulary at best, but not the same underlying bug or change, so they should all be kept separate.", + "confidence": 0.18, + "canonical_issue_reason": "issue:43257 is the most concrete and representative of the cluster\u2019s recurring theme of model-loading/weight-conversion failures, with a specific reproducible path (Qwen3 MoE + accelerate/deepspeed) rather than a vague symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43257 has the clearest, most actionable failure mode and the strongest fit as a representative issue among the mostly unrelated model-loading regressions in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern configuration/model construction, but they hit different code paths: one is trust_remote_code field loss in AutoConfig, the other is unwrapping text_config in AutoModelForCausalLM.from_config for composite Qwen configs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different bugs and symptoms: Qwen3 MoE weight conversion/loading vs a GPT-oss CUDA OOM. No shared underlying defect." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but the failures are unrelated: tokenizer decode-error masking vs bare except swallowing KeyboardInterrupt in Fuyu tensor conversion." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache subsystem, but different bugs: lazy initialization causing recompilation vs max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video VLM behavior, but one is an undefined-variable bug in _get_num_multimodal_tokens and the other is a broader regression across several models; not the same concrete fix." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap; these are unrelated issue reports with no shared code path or failure mode." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is MoE weight conversion with accelerate/deepspeed while the other is a shape mismatch for Qwen3-VL-30B. Different defects." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video-processing failures: undefined multimodal token helper variables vs batched video processor shape handling." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config support for Qwen3Moe vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are performance/memory-related, but one is broken FSDP CPU RAM efficient loading and the other is mmap-triggered OOM on Strix Halo. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they are distinct model-specific bugs with different failing components and symptoms." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated issues: TrainerState token counting vs high perplexity on GPT-oss-20b." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Completely different areas: init_empty_weights argument handling vs image processor backend dependency requirements." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different subsystems and failures: tied lm_head weights in AyaVision vs dtype propagation in Blip2." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "No shared underlying bug; Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs training token-count bookkeeping; not the same problem." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: DiaConfig save/load losing token IDs vs MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and failure modes, so they should not be merged." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated issues: missing pad_token_id on Llama4Config vs kernels dependency requirements during transformers.pipelines import." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no common code-path: loading physical-intelligence/fast vs CLIPTokenizer max_length handling." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "One is an RTDetrV2 output regression, the other is incorrect visual encoder keys during Qwen3.5 save_pretrained. Different defects." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weight tying, but one is a missing tie in Mistral3 multimodal generation while the other is LoRA merge collapse with extended vocab. Not the same fix." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failure modes: missing PyTorch import vs a specific model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs a version pin bump for PEFT." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Bus error loading a CLIP model on macOS vs TrainerState token counting not updating; no shared bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46512" + ], + "soft_pairs": [ + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43317|issue:45538", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:24643|issue:29159", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:27957|issue:28282", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44737|issue:46463", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:43577|issue:45072", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:44568|issue:46491" + ], + "prepared_review_unit_hash": "52033fc88088bb27c47cb078fb91f48f453bbfcd169ccd80d33106d1c6b7c3a3", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous issue cluster spanning tokenizer regressions, model-loading failures, dtype/config mismatches, and multimodal/video bugs; no PRs were provided. The soft pairs look like topical similarity rather than same underlying defects, so none should be merged as duplicates.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45488 is the strongest concrete anchor: it describes a specific, high-impact tokenizer regression with clear reproduction and broader impact than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the most useful representative issue in this set because it is specific, actionable, and closest to a reusable regression pattern; the rest are largely unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is Blip2 loading behavior while the other is from_config leaving config.dtype stale; different code paths and failures." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/AutoModel loading via gguf_file is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel missing PyTorch is a backend/import problem, while LayoutLMv3 is about clearer validation errors for bad boxes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key errors and init_empty_weights argument mismatches are separate loading failures with different triggers." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate-special-argument error is a token construction bug; EMBEDDIA tokenizer loading is a different model-specific regression." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload dequantized-model loading is unrelated to CLIPTokenizer's oversized model_max_length." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and general tokenization-version changes are not the same code-path or symptom." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is model/config specific; FSDP CPU RAM efficient loading is a separate training/loading feature bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert on A800 differs from Qwen3OmniMoe video input processing error." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen3 video, but one is input processing failure and the other is a StopIteration in embedding/video handling; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "These are both video regressions, but one spans multiple Qwen vl families and the other is specifically wrong vision_position_ids in qwen2.5-vl." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing and the broader v5.3.0 video regression are related only at subsystem level, not the same defect." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape RuntimeError and tokenizer slow/fast inconsistency are completely different classes of bugs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver image-classification resize/interpolation failure affect different models and mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta add_special_tokens not adding BOS/EOS and LlamaTokenizer overriding ByteLevel with Metaspace are both tokenizer regressions, but not the same model or implementation bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are unrelated model/backend issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading fast model on transformers>=5.1.0 and list_repo_files not forwarding revision are different API regressions with no shared code-path." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and failure to load cjvt/sleng-bert are separate concerns." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 discrepancy vs JAX is an implementation parity issue; nonsensical AutoModel/pipeline output is broader and not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and Smollm3 RoPE-layer count mismatch are different model-specific defects." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are unrelated trainer API issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights unexpected argument and AutoImageProcessor URL loading are separate loading mechanisms." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange placement bug and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different multimodal problems with different symptoms." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument conflict and Mistral regex patch crash are distinct tokenizer internals bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different dtype problems in different models." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3.5 apply_rotary_pos_emb registration error do not share the same failure mode." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error loading MobileLLM-125M is unrelated to missing Float8 storage type handling." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "These are both tokenizer regressions, but one is special-token addition failure and the other is a leading-space encode/decode regression in CodeLlama." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:35141", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44625", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46463", + "issue:46468" + ], + "soft_pairs": [ + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:44737|issue:45588", + "issue:45405|issue:45600", + "issue:43526|issue:45479", + "issue:43404|issue:45987", + "issue:43531|issue:44821", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43906|issue:45381", + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:45200|issue:46463", + "issue:28282|issue:35141", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "ff166f2499e11529f23d92be4cf9bf78ebd3a083a4cbf22dff9b27b42419c9d4", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35123, + "estimated_input_tokens": 8781, + "estimated_eval_tokens": 17818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with no broad duplicate cluster. The only credible overlap is the tied-weights serialization/regression pair around `lm_head.weight` (44466/45005); the rest are distinct bugs across unrelated code paths.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44466 is the clearest, most self-contained regression report in the set: it names the concrete symptom, the affected code path (`lm_head.weight` / tied weights serialization), and lines up with the only near-duplicate issue (45005).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue because it is specific, actionable, and tied to a concrete serialization bug rather than a broader umbrella report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are positional/rope-related, but they describe different mechanisms and model families: Smollm3 layer dropping vs Qwen2.5-VL rope indexing. Not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failure modes: PIL image processors requiring torchvision vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of issue 38071; the other is a broken Nemotron example. Different underlying problems." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mismatch in forward pass vs T5 decoder-input validation error messaging. Different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement issue vs flash-attention crash on `s_aux=None`. Not the same code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump issue vs stale auto-mappings referencing removed configs. Different causes and fixes." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image processor label reduction bug vs sequence-classification zero-loss bug. Unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 tied-weight regression vs `StaticCache.get_seq_length()` returning a tensor. Different functionality." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs loading an AutoImageProcessor from URL. No concrete overlap." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but one is `gguf_file` handling for tokenizer/CausalLM and the other is a specific model load failure. Too different to treat as the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key serialization bug vs AutoTokenizer producing wrong token IDs across many models. Different layers and symptoms." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a previous issue vs Qwen2.5-VL video `vision_position_ids` regression. Not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation bug vs strict config blocking `granite_speech` loading. Different config-handling issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX `rotary_pct` reload regression vs `convert_rope_params_to_dict` TypeError on JSON-loaded lists. Related theme, but not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure vs Perceiver interpolation failure. Different model families and code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift regression vs Qwen3.5 checkpoint save_pretrained regression. Separate issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic `trust_remote_code` missing-fields issue vs a specific Qwen3_5MoeVisionConfig field dropped by strict config handling. Similar theme, but not the same underlying bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training `weight` dimensionality error vs LayoutLMv3 box-information error message quality. Completely different." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import dependency vs Trainer broadcast of `NoneType`. Different failure modes." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 missing `mm_token_type_ids` default vs T5 decoder-input validation messaging. Not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch vs token-embedding resize causing output embedding reinit. Unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash vs Trainer evaluate-after-train failure. Different problem areas." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe tied-weights regressions in v5 around `lm_head`/serialization behavior; they look like the same underlying save/load code-path problem and could plausibly be fixed together." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs Whisper `batch_decode()` ignoring `skip_special_tokens`. Different APIs and bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug in OLMoE/GPT Oss vs FSDP CPU RAM efficient loading breakage. No direct overlap." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only supported soft-edge overlap is the tied-weights regression pair 44466/45005, and the rejections are phrased conservatively based on distinct titles/code paths. No clear overstatement from 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": 21, + "review_unit_index": 23, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:43452|issue:44843", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:42898|issue:46491", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:29159|issue:33357", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:45491|issue:46002", + "issue:44734|issue:46612" + ], + "prepared_review_unit_hash": "3c4814ed86df7b3362e484a1562fe01eef354995d15eda28bd1ee84e329112a0", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36532, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very broad: it mixes tokenizer regressions, model-loading failures, generation/cache bugs, backend/device issues, and model-specific numerical problems. I do not see any soft pair that is clearly the same underlying bug, so all candidate merges should be rejected. The most representative issue is the broad tokenizer-regression report, but even that is not a true duplicate of the rest.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and the most representative anchor, though the cluster is too heterogeneous to treat as one true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single representative because it captures a generic version-dependent tokenization change, which is the closest shared theme among several of these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: unexpected position-id keys vs quantized save/load corruption." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading paths, but one is gguf handling and the other is an offline model_info call in tokenizer regex patching." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different error modes; no shared concrete code path." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated models and symptoms: zero probabilities vs processor.tokenizer/image passthrough regression." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer attribute errors." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different root causes: mistral_common import breakage vs Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug and Gemma4 device-map mismatch are different problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenization regressions, but one is a v5 cleanup behavior change and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but they name different missing backends and likely different code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading failure is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched chat-template padding and the other is video position IDs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regression symptoms and likely different fixes: processor/tokenizer passthrough vs Kimi-K2.5 codec/regex warning." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Dtype propagation in BLIP2 and RTDetrV2 output divergence are separate bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token issues: missing mask-token registration vs BOS/EOS not added." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is offline model_info behavior and the other is an est-roberta loading failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "General tokenizer inconsistency is unrelated to a MacOS bus error in a CLIP model." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled chunked generation and the other is recurrent-state reset in a specific modular model." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are different architecture-specific issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization does not match DeepseekV3 implementation divergence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is MoE loss normalization; the other is a broad tokenizer behavior change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation bug are different Qwen3.5 issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to tokenizer AttributeError failures." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different components and scenarios; no shared bug path is evident." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache handling, but one is server KV-cache continuation indexing and the other is beam-search cache reorder omission across models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43278|issue:43688", + "issue:44977|issue:46209", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43452|issue:44451", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:28218|issue:33357", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:44849|issue:46209" + ], + "prepared_review_unit_hash": "39d5d7cb3ac2905f6ce6886d13b2a3b2eedc513dc3508cd2e543edb36c648bb8", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37957, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster. The soft-similarity edges mostly connect unrelated issues that only share broad themes like loading, tokenization, training, or generation. No pair looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "None of the issues describe the same defect closely enough to make a safe canonical target; the cluster is too heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because the overlap is only broad subsystem similarity, not duplicate content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training vs an import error for GenerationMixin are unrelated failures." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` TypeError and Qwen2-VL multi-GPU training are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation, but chunked compiled forward output drift is not the same as flash-attention generation failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is a different problem from chunked generation inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error when loading is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different issue from sinq quantized save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are different model-loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "These affect different models and code paths: pretrained loading vs torch.compile with SDPA." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype mismatch in BLIP2 evaluation is unrelated to the MPS attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "A legacy config field load failure is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but batched padding crashes and tool-call/no-content crashes are distinct cases." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate loading and DiaConfig custom token-id persistence are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a CustomTrainer signature mismatch are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer regression are different processor bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to a Trainer import conflict with datasets." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are separate backend problems." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors and HF-vs-JAX implementation discrepancy are different issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the MIN_PEFT_VERSION packaging issue." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation warning are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading APIs, while ScandiBERT load failure is a different model-specific issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in shape but not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq save/load quantization breakage are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are unrelated API issues." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and MacOS bus error in CLIP are clearly unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example mistakes and processor.tokenizer / image-passing regression are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype drift and DeepSpeed gradient explosion are unrelated training behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training do not share the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 B200 inference failure are separate model/backend issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43927|issue:44361", + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:43257|issue:43299", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:43824|issue:44589", + "issue:43334|issue:45759", + "issue:44464|issue:46424", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45200|issue:45229", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "1d8d8b7ff80b31af974621121679db7d101ed31860bc3d24ed0e3c6958ef023b", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers bug reports. The soft edges are driven by shared keywords like tokenizer, Qwen, offload, or v5 regression, but they do not look like the same concrete underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue clearly subsumes the cluster; the items span different models, error modes, and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the broadest representative of the cluster because it describes a general v4\u2192v5 tokenizer regression, but it still does not duplicate the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is a specific model load failure and the other is an HF_HUB_OFFLINE regression in _patch_mistral_regex; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "One is custom model initialization breaking in v5, the other is inconsistent lm_head serialization tied to device state; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms (BOS/EOS handling vs DeepSeek-Coder output after a prior fix)." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval and resume_from_checkpoint key mismatch are unrelated failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model families and different failure modes: lost custom token IDs vs MLuke tokenizer AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but they hit different pretrained models and different code paths; not mergeable as one fix." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is a different problem from Qwen3VL MoE loading in v5.0.0.dev0." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT release/version issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field load failure and Bark CPU-offload device mismatch are different model-specific bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError are distinct runtime/import problems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and incorrect save_pretrained visual encoder keys are different regressions." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are separate config issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device/offload tests, but they involve different models and different failures; not the same code-path bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen2.5 VL class is unrelated to the Float8 storage-object TypeError." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is unrelated to cache max_cache_length only applying to quantized cache." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure divergence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model issues: BEiT legacy-field loading vs BigBirdTokenizer mask token registration." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros for fine-tuning is unrelated to a Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx and init_empty_weights unexpected _is_hf_initialized argument are separate compatibility bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Generation inconsistency with compiled forward and Whisper empty-transcription behavior after token alignment are different issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch during forward are distinct runtime problems." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are unrelated regression reports." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading mismatch is broader than the specific sinq save/load breakage; not the same defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on training failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash attention s_aux=None crash and sinq save/load corruption are different subsystems and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369" + ], + "soft_pairs": [ + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:43065|issue:46369", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:42490|issue:43493" + ], + "prepared_review_unit_hash": "8700b057ae9f839d0664a5a5743c9e6c859630c74fc1dac4ac27b384378901e1", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37161, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenizers, multimodal processors, serving, training, loading, and attention. None of the soft pairs looks like the same concrete bug/change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated failures rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the closest representative of the small multimodal processor/tokenizer regression subgroup, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and Trainer broadcast TypeError are unrelated failures." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are different problems." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but one is a dummy Conv2d issue and the other is a memory overflow." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "torch.compile/non-template-node error and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they hit different code paths and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and TrainerState token counter update are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and PyTorch version-check import bug are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script export failure and SigLIP2 zero-probabilities are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope-validation TypeError are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference and Wav2Vec2 save/tokenization failure are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention sink-less crash and text_config unwrap bug are not the same code-path." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both touch processors, but one is a processor.tokenizer regression and the other is batched video shape handling." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error and mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different failures." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding and ignored return_tensors are separate bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-placement mismatch and return_tensors handling are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal processor issues, but the concrete bug is different: processor.tokenizer regression vs image-size mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM on load are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Missing flash_attn backend and missing tensorflow_text backend mapping are different import/config issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and DeepSpeed ZeRO-3 gradient growth are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and output_hidden_states bug are different generation-path problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Config pad_token_idx regression and model-loading failure are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example model-processor mismatch and ignored return_tensors are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks and the other is a crash on tool-call assistant messages." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in config and meta-device loading failures are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different modules/models; not the same underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path slash warning and SigLIP2 implementation discrepancy are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:45200|issue:45325", + "issue:43526|issue:46192", + "issue:43388|issue:43526", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:38175|issue:45412", + "issue:43335|issue:43550", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:45759|issue:46285" + ], + "prepared_review_unit_hash": "e5aaac4886adeb71c2bc5092aa6bbe1eee16b0afad0002b9a5e6110197a25ac0", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystems or model families, not the same concrete bug. I rejected every soft edge and found no clear canonical duplicate issue or PR.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue stands out because the items are not a duplicate set; they span unrelated bugs across tokenization, model loading, inference, docs, and config handling.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduplication, since no soft pair looks like the same underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Both are Qwen-related inference failures, but one is a vision-position-id bug and the other is an FP8/B200 hardware crash." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied-weight serialization concerns, but they describe different failures: lm_head serialization vs LoRA merge collapse." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Completely different areas: BigBird tokenizer special-token decoding vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and code paths: dtype mismatch during eval vs memory usage during Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize/post_init." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is gguf loading in AutoTokenizer/AutoModel; the other is stale config.dtype after from_config. Different bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structural inconsistency." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure and RT-DETR memory leak are unrelated model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to Qwen2.5-VL import/export errors." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model families and are not clearly the same code-path fix." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to batched video processor output shapes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class is unrelated to DeepSeek detokenization regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer is not the same bug as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and return_tensors being ignored are different input-processing bugs." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is image-processor label reduction; different paths." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the stale paged-generate warning." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents/STE mismatch is unrelated to a GraniteSpeech CI device override test." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different pipelines and different stale references." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failures: processor image size mismatch vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-specific inference failures, but they involve different models, devices, and failure modes." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing utility helpers, but they are different functions with different breakages." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issues are unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument misuse and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion and qwen3_omni_moe feature-length helper behavior do not describe the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure differences are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:28282|issue:33357", + "issue:44448|issue:44743", + "issue:43611|issue:43931", + "issue:45759|issue:46512", + "issue:44514|issue:44521", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:43335|issue:45593", + "issue:45588|issue:45859", + "issue:45200|issue:45588", + "issue:39692|issue:43526", + "issue:34689|issue:35141", + "issue:26413|issue:31501", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "878cb571ebf3527db3c939ad4e0e66522a63fd55ad0d150cd06c0f0e25288187", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated Transformers bugs spanning model loading, chat templating, device/offload, training, and CI failures. None of the soft pairs look like the same underlying bug or change; they mostly share a broad subsystem or error class, not a concrete code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active and best-referenced item in the set, but it is still not a duplicate representative for the others; the cluster is too diverse for a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are vision/detection losses, but one is an AMP/CUDA crash in LwDetrImageLoss and the other is D-FINE missing auxiliary losses when denoising is off; different models and different failure modes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both involve import/runtime environment problems, but one is a Python 3.13 flash_attn import key error and the other is a Windows ROCm/torch.distributed dependency issue; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs a helper length-calculation bug in qwen3_omni_moe; no shared code path or concrete fix." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated failures in different parts of the stack." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are distinct bugs in different components." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI test stale device override; same general area of model execution, but not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-support import vs general Torch 2.10 incompatibility; one is a specific symbol/import regression, the other is a version-compatibility report." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch and a MacOS bus error on a CLIP model are entirely different failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output regression across v4/v5 is not the same as recurrent-state reset in modular_qwen3_5.py; different models and code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are separate model-loading issues with different root causes." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both are from_config-related, but one is about unwrapping text_config for composite multimodal configs and the other is about stale config.dtype after dtype initialization." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both hit apply_chat_template, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs; different bugs in the same area." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer zero-count behavior in SwitchTransformers is unrelated to Beit pretrained model loading with a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 @torch.jit.script parsing/import error is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error-message bug about translation support in v5." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one is assistant messages with tool calls and no content, while the other is continue_final_message on mistral_common-based tokenizers; not the same concrete defect." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma meta-device weights under device_map=auto are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Trainer GPU broadcast NoneType are different errors with no shared fix." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to a GraniteSpeech CI stale-device test." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support helper import and missing HybridCache import are both import errors but for different symbols and regressions." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is not the same as hitting the 2^24 category limit." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "One is a flash_attention.py crash on s_aux=None for sink-less models; the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding. Different layers, different root causes." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux=None are unrelated multimodal/attention bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression and output-embedding reinitialization after resizing token embeddings are different model-loading/training behaviors." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume failing on an empty epoch iterator and FineWeb training not starting are different training startup failures." + }, + { + "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 regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43854", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655" + ], + "soft_pairs": [ + "issue:42490|issue:43854", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:43701|issue:45083", + "issue:38175|issue:44493", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45290|issue:46655", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:10000|issue:15354", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:43927|issue:45698" + ], + "prepared_review_unit_hash": "49615afe91a44e432bd9685a955286a41cb35831acb77a3e2c0d2a7f4f60627a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36423, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue reports. I agree there is one clear duplicate pair: issue:45310 and issue:45478 report the same Qwen3.5 MoE from_pretrained regression. Among the pair, issue:45310 is the earlier report, while issue:45478 has slightly more discussion activity; no pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45310 is a reasonable canonical for the duplicate pair because it is the earlier report and the titles/body describe the same Qwen3.5 MoE from_pretrained failure as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest representative issue in this set because it has slightly more discussion activity than issue:45310 and describes the same underlying Qwen3.5 MoE from_pretrained regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both involve loading, but one is a trailing-slash import warning and the other is a model-loading test failure; different bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to a missing import_utils helper." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles and descriptions indicate the same Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP/CUDA loss crash are different failure modes and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc-example failures are unrelated to the position-id key regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are unrelated issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to the Trainer broadcast error." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are device/precision related, but they are separate model-specific crashes with different causes." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and multimodal feature-length helper behavior are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities for SigLIP2 is not the same as the key-with-position-id warning." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error are distinct failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path warning/import behavior is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image VLM finetuning failure and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position-id bug are different multimodal paths." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regressions across models are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are separate model-specific issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined video-token helper references are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing error and Qwen3.5 kernel registration error are different decorator-related failures." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention.py s_aux=None AttributeError are different crash sites." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig token-id persistence and wrong custom-module loading are both serialization-related, but not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair judgment on issue:45310 vs issue:45478 looks fine, but the writeup is not fully grounded: `best_issue_reason` says 45310 has the most context and discussion, which the packet does not support (45478 has more discussion_activity, and the body sizes are similar). I\u2019d accept the duplicate detection itself, but reject the summary because it overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209" + ], + "soft_pairs": [ + "issue:43746|issue:46209", + "issue:44561|issue:44779", + "issue:37428|issue:42175", + "issue:43873|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:44977|issue:45563", + "issue:43278|issue:43575", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:43412|issue:45588", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:45372|issue:45406", + "issue:42915|issue:42994", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "c66c1d739706e0c7d82f102b982a947ae9fd582fbf36bd8bfd47ccc415b75b2d", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35691, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate group: the issues span unrelated bugs across tokenizers, quantization/offloading, Gemma/Qwen regressions, training/runtime errors, and packaging/import problems. All proposed soft edges look superficially similar at the subsystem level but do not share the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical representative because the set is heterogeneous and the similarity links are only broad topical overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue 43873 is the broadest and most actively discussed problem, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: PEFT local checkpoint loading vs FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated regressions: removed helper breaking trust_remote_code vs DeepSeek tokenizer output correctness." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Import error for flash attention utility vs TensorFlow missing from torch-only install extras." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/quantization themes, but one is offloading behavior and the other is multi-GPU OOM on a specific model." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and root causes: auto device mapping assert vs Gemma4 OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output mismatch and lm_head serialization inconsistency are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Path-trailing-slash warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash is different from Gemma4 device-placement mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype change is unrelated to tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP is not the same as SigLIP2 docs/model-processor mismatch and quantization failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error message clarity and TrainerState token counting are unrelated issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency failure is unrelated to flash_attention s_aux handling." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except exception handling." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/training-guard and unsupported erfinv are unrelated to flash_attention s_aux crashes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen recurrent-state reset with cache." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to rope-parameter validation TypeError." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4 processors, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantized inference with FineGrainedFP8Config is not the same as quantized model saving failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor center-arg regression and Qwen video-input regression are different model/code-path failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:43065|issue:43994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:42490|issue:43381", + "issue:43526|issue:45834", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:44186", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:43526|issue:46655", + "issue:43824|issue:44279", + "issue:46121|issue:46399", + "issue:27957|issue:29127", + "issue:45250|issue:46640", + "issue:43334|issue:43531", + "issue:27957|issue:33290" + ], + "prepared_review_unit_hash": "76e0b209e70719b1ee584e99c29249b0feda7f3542bb3d5da1de2d6850c5d1c6", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share broad keywords like tokenizer, memory, or Flash Attention 2. None of the soft edges look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the items span multiple unrelated subsystems and the soft pairs are only surface-level topic matches, not the same concrete defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because there is no clear duplicate group to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Both mention vision-model regressions, but Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking vs leftover dummy classes; different code paths and fixes." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy module and Siglip2 bad outputs are separate model issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation mismatches, but for different models and mechanisms (RoPE layers vs DeepSeekV3 divergence)." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf-masked tokenizer errors do not describe the same defect." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both involve memory, but one is a deletion leak and the other is an overflow when loading a specific model." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and stale generate warning are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability failure and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 incorrect outputs and RT-DETR memory leak are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different AutoTokenizer behaviors." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are only broadly related by topic, not the same concrete issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different defects." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different tokenizer/model issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing-in-eval limitation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel OOM for one Qwen model and int4 CUDA reserved-memory regression are different memory issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor bugs, but different classes of failure and different model families." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate Qwen3 issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 bad outputs and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46655", + "accept": false, + "reason": "BeitImageProcessorFast label handling and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support and LayoutLMv3 box error messaging are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are vague Flash Attention 2 reports, but there is no evidence they refer to the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are different failures." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and Adafactor/DeepSpeed 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": 21, + "review_unit_index": 32, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:43262|issue:44206", + "issue:43381|issue:43873", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43761|issue:44079", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "980b5b53a2f852eedb3dcfe6def56c474a67953f51d265410d5f7138c3f8bd3d", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36561, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs, regressions, packaging, docs, and model-specific loading issues. I would not merge any of the candidate pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying bug; they are mostly unrelated regressions across different subsystems.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No global best issue for deduping this cluster: the reports are too diverse to serve as one representative duplicate target.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: CLIP hidden states vs Qwen3_5Moe CPU-offload rotary embedding." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in Adafactor/DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory blowup is not the same bug as token embedding reinitialization after resize." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention s_aux crash and stale auto_mappings references are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Training OOM is unrelated to TrainerState token-count bookkeeping." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and feature-extractor center-arg validation are different issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as quantization/offloading breakage." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the category-cardinality runtime error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings have different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic v5 custom-init breakage is not the same concrete bug as patchtsmixer's optional post_init constraint." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache does not match Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different model/version paths and have different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging backend omission and missing import-utils symbol are different problems." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the zero-loss single-label classification bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and outdated docs about pipeline() are not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression affect different models and code paths." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden states and ModelOutput key assignment are unrelated behaviors." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-kwarg duplication is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics label truncation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model load shape mismatch and incorrect save_pretrained checkpoint output are different stages and causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading failure for a specific model is unrelated to missing tensorflow_text backend registration." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor template defaults and unsupported feature-extractor argument are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:45479", + "accept": false, + "reason": "ModelOutput key assignment and zero-loss classification are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44442|issue:45803", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:44464|issue:46421", + "issue:25251|issue:28282", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43646|issue:44913", + "issue:44610|issue:46369", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45632|issue:46424", + "issue:45803|issue:46170" + ], + "prepared_review_unit_hash": "7f469ef2ff7edf1b3891b82c4940dd2bcf107894834c82c605beed674273e491", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36509, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues. The soft pairs mostly share broad vocabulary like loading, config, cache, or generation, but they point to different models, different symptoms, and different code paths, so none look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a credible canonical duplicate for the cluster: it spans unrelated bugs in config loading, model initialization, generation, distributed training, cache behavior, and packaging/imports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most broadly framed and actively discussed open report, but it still represents only one of several distinct save/load-related bugs in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model API shape, but one is a Gemma3TextConfig discrepancy and the other is Qwen multimodal text_config unwrapping; different models and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-serialization issues, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on reload; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing bug vs DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs Fuyu exception handling swallowing errors; different code paths." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume-checkpoint key mismatch vs CPU/CUDA output divergence; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Data-loading script issue vs unrecognized model/config; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Parallel script runtime issue vs TP-induced OOM on a specific model; different problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is recompilation from lazy cache init; separate bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting issue vs missing PyTorch import; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention model support vs Trainer broadcast error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure vs checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on tensor-parallel load vs key error for a model config; unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-related, but one is a missing availability helper and the other is a kernels dependency/version check; different issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Regression in processor/tokenizer access vs pipeline translation error message; different layers and symptoms." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question vs missing transformers.onnx module; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma eos_token_id mismatch; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve special-token behavior, but one is a config mismatch and the other is Whisper empty-transcription generation failure; different code paths." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy vs image preprocessor/model dtype mismatch; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging issue vs model config API discrepancy; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Model post_init allowance vs non-persistent buffer junk; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos token config inconsistency vs quantized save/load breakage; unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Exception handling bug vs Trainer import affected by datasets; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom model init regression vs GPTNeoX rotary_pct reload defaulting; different scope." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch vs memory overflow on sam3-litetext; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading vs unrecognized model config; both loading-related but distinct failure modes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model broken vs janus image generation test failure; unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/path behavior, but one is trust_remote_code cache collisions and the other is max_cache_length handling; different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception handling bug vs Windows ROCm import error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46617", + "issue:46640" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43352|issue:46640", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43931|issue:44060" + ], + "prepared_review_unit_hash": "c7beeaa9be506701b494ce4c8cdad09e8613586a696ff6dfbab2a6f423c1b281", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34643, + "estimated_input_tokens": 8661, + "estimated_eval_tokens": 17578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers bugs spanning model loading, cache paths, processors, Flash Attention, multimodal/video regressions, and configuration issues. None of the soft pairs look like the same underlying bug closely enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "I\u2019d use issue #45698 as the representative issue: it is open, has the highest discussion activity, and describes a clear reproducible loading bug with broad user impact (`from_pretrained` selecting the wrong custom module after `save_pretrained`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45698 is the strongest standalone issue in the set because it is well-scoped, actively discussed, and likely to attract the most useful fix/workaround for a concrete loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Completely different problems: one is a vague placeholder report, the other is a Gemma pipeline roundtrip issue on a specific token. No shared code path." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are model-specific, but one is about untied lm_head weights and the other is Flash Attention support/failure. Different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is a model implementation detail; CUDA OOM in Sam3Video is a resource problem, not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different models and different failure modes: Qwen3OmniMoe video processing vs Qwen2_5_VL chat templating with batching/padding." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated code paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA merge / tied embeddings collapse; the other is missing `mm_token_type_ids` for text-only fine-tuning. Not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gathering metrics on tuple labels and auxiliary-loss normalization in MoE models are different training bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` and backend mapping error for `tensorflow_text` are unrelated configuration/import issues." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow/tensorboard backend detection and a missing `is_falcon_mamba_ssm_available` helper are different import-system problems." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is a specific Nemotron unsupported-feature error while the other is a vague general flash-attention issue; not enough evidence of the same fix." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field preventing BEiT preset loading is not the same as loading the wrong custom module after save/load roundtrip." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache plumbing and the other is recurrent state reset in Qwen modular code. Different failures." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure and Qwen3.5 Flash Attention generation issues are separate regressions." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed janus generation test and broken auto_mappings entries for removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and missing `fpn_position_embeddings` on Sam3VisionEncoderOutput are different SAM3 issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config and a Qwen3-MoE sliding-window bug are unrelated model/config problems." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation tensor indexing bug and Gemma4Processor missing `_tokenizer` are different service-layer failures." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training example and loading Phi-4 multimodal with latest transformers are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization in v5 and GPTNeoX rotary_pct reload persistence are different config/runtime bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token embedding resize/post-init reinitialization and trailing-slash local model import warnings are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is a memory issue; Whisper empty-transcription failure after special-token alignment is a generation edge case." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "A vision-model hidden_states regression and missing load-balancing loss when `output_router_logits=False` are distinct bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both concern trust_remote_code/cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError on cached load; different concrete failure modes." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing issue in DebertaV2Model and Flash Attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/tie-weight issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:45127|issue:45357", + "issue:44779|issue:46489", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44462|issue:45907" + ], + "prepared_review_unit_hash": "c5fa16b8cfdd687869e2d3aefe5fac47669006b4c3135cdbfaadcee91b538db4", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly link unrelated issues across docs, tokenizers, video/multimodal processing, config loading, generation, and CI. I found no pair that convincingly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the items do not share one underlying defect; they span many distinct subsystems and regression classes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative for the whole set; even the closest-looking pairs still describe different failure modes or components.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline-related behavior, but one is a docs reference problem and the other is a SigLIP2 model/pipeline output issue; different root causes." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both concern chunked prefill/cache behavior, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both involve multimodal/video-related failures, but one is a specific Qwen2.5-VL video position-id regression and the other is Sam3-lite memory overflow; different problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation edge cases, but one is a stale warning about num_return_sequences and the other is Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both mention v5/server-related breakage, but one is a video-input regression across Qwen models and the other is a KV-cache continuation indexing crash in transformers serve." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both describe config/state persistence issues, but one is about non-persistent buffers being filled with junk and the other is rotary_pct not round-tripping in GPTNeoXConfig." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "These are unrelated: one is a pipeline top_k output-shape issue, the other is XLMRoberta with Flash Attention 2." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "One is a missing import from image_utils, the other is Qwen3.5 chat crashes; no shared code path." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other is an OmDet-Turbo processor/model input-size mismatch; different components." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "These are unrelated runtime failures: Qwen3 auto device mapping cudaErrorAssert versus a category-count limit error." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "One is a SwitchTransformers sparse-layer construction bug, the other is a Python 3.13 import failure from @torch.jit.script parsing; not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in run_image_classification_no_trainer.py." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config restrictions, but one is patchtsmixer post_init allowance and the other is strict config loading for granite_speech; different fixes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistent outputs with compiled forward is a behavior bug, while num_return_sequences warning is a stale warning; not the same change." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but they target different models and different bugs: incorrect vision_position_ids versus incorrect padding calculation." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A config construction bug in SwitchTransformers is unrelated to a dataset-loading failure in an example script." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3 models and memory problems, but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; different model paths." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve LoRA/save_pretrained/vocabulary-like concerns, but one is model collapse after merging LoRA with extended vocab and the other is incorrect visual encoder keys saved for Qwen3.5." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the titles indicate different affected tokenizers and failure modes; insufficient evidence of one underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch has nothing to do with loading a local dataset in an image-classification training script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale device override test and the other is a removed Sam3LiteText config reference in auto_mappings.py; different breakages." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat/video behavior, but one is all-zero assistant masks in apply_chat_template and the other is wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "A video-input ValueError in Qwen3OmniMoe is unrelated to a KV-cache continuation indexing crash in the serve response path." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement in torch.arange and a bare except swallowing errors in FuyuBatchFeature are unrelated bug classes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "One is a regression around processor.tokenizer/images access, the other is resize_token_embeddings not updating gemma4 embedding/output fields; different code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are unrelated environment/package issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A cache-path collision for local trust_remote_code models is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different hub/tokenizer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:43643|issue:44496", + "issue:27957|issue:35141", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:44295|issue:46506", + "issue:36246|issue:38617", + "issue:43650|issue:44220", + "issue:41950|issue:44016", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43976|issue:44987", + "issue:44496|issue:45042" + ], + "prepared_review_unit_hash": "0bcf2ace67433309a1506db7304d48ffe8d7792968c2c7cd349d3de23b0e0cc8", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, spanning distinct import/config/model-specific regressions; none of the soft pairs look like true duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45003 is the clearest concrete code-path bug with broad impact; it is more actionable than the many model-specific or environment-specific reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best representative overall because it describes a shared internal bug rather than a downstream symptom or narrow model/regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both concern imports/performance, but one is an import latency complaint and the other is unsafe sys.modules access; different bugs and fixes." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different code paths with different failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation related, but one is about explicit head_dim handling and the other is a type conversion bug in rope validation." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A packaging/backend dependency issue is not the same as a vague dependency problem; too broad to be the same underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limits and Whisper empty-transcription handling are unrelated defects." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings entries for Sam3LiteText are different model/config breakages." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading failures, but they affect different models and likely different loading paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal load regression." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields after trust_remote_code and an unrecognized model_type error are distinct config-loading problems." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and embedding reinitialization after resize_token_embeddings are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "These are different import errors for different symbols; the underlying fixes would not be the same." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and server KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in a multimodal generation model and a broken checkpoint save_pretrained regression are different issues." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A buffer/position_ids access error is not the same as CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These import errors involve different missing symbols in different modules, not one shared defect." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder title \"ADD THE DATA\" does not describe the same audio feature-extraction bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType handling and embedding resize/post_init reinitialization are different subsystems." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs in different models; one default-initializes None configs, the other drops a field under strict parsing." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generic cache missing in chunked prefill and max_cache_length only applying to quantized cache are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "A sliding_window issue in Qwen3-MoE is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax and audio feature extraction are completely different problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A helper length-calculation bug in qwen3_omni_moe is not the same as CPU/CUDA numerical divergence." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and decoder.embed_tokens not updating on resize are different failure points." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "An image-processor label reduction bug and stale docs for return_all_scores are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compilation failure on new torch versions while the other is a version-check/import gating bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility issue and a specific model-loading failure are different root causes." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model_type and PIL image processors requiring torchvision are unrelated config vs backend dependency bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:44242|issue:45200", + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:38175|issue:44617", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "ad6aa6229697ce8e73ebc3f285705c1cc1cf52c5b1721d151fe1db37b15b09e2", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36568, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models, pipelines, and regressions. The only overlaps are broad topical similarities (tokenizers, import errors, model loading, save/load regressions), but they do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45812 is the strongest standalone bug report: it is a clear, concrete v4\u2192v5 regression with a specific symptom and broad impact across the Granite family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue here because it is specific, reproducible, and describes a single well-bounded failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is save/dequantization failure and the other is a FlashAttention runtime crash." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Both involve docs/model names, but one is a pipeline docs mismatch and the other is an unrecognized-model config loading error." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different code paths: gradient checkpointing eval behavior vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility regression; 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the other is an incorrect save_pretrained checkpoint regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "These are generic incompatibility reports, but one is about transformers dependency issues and the other is torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not affecting decoder embeddings is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration errors are distinct config/runtime issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and a bumped unreleased PEFT minimum version are different package/version problems." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored is unrelated to a tie_word_embeddings warning in Qwen fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained correctness are unrelated regression classes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a low-signal data request are clearly unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related only in the broadest sense; the underlying bugs and affected components differ." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is processor/tokenizer API handling and the other is incorrect tokenization output for Deepseek." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and unreleased dependency bump are different versioning problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broader import errors, but this is not enough to treat them as the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss logic and Gemma 4 mm_token_type_ids defaults are unrelated training issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config/shape semantics, but one rejects head_dim inputs while the other leaves config.dtype stale after from_config." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes, so they are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor bug and a broad remote_code compatibility regression are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and SAM3Video CUDA OOM are unrelated model-specific failures." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen-related import/loading failures with different missing symbols and scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45276", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:43650|issue:46209", + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:45103|issue:45372", + "issue:43653|issue:45593", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:45542|issue:45800", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "b6d17db80c0b65b5c9106f59050c72b44a530109b9e04f596938877085713a76", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35215, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is actually a loose collection of unrelated Transformers issues; none of the soft pairs look like true duplicates, so I would not merge any edges. The best representative issue is the tokenizer-loading regression family, with issue 44462 as the most actionable anchor.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44462 is the most concrete, broadly relevant regression in the set and has follow-up references, making it the best representative anchor even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 has a clear user-facing repro and a well-scoped code path, so it is the strongest issue to keep as the cluster\u2019s representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs: one is bad default multimodal config initialization, the other is a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Completely unrelated: a vague data request versus an FP8 inference 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unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but the former is generic tokenizer.json resolution while the latter is a Mistral-specific regex/backend tokenizer crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific issues: FlashAttention failure for Ministral versus OCR index overflow for Kosmos2.5." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Adafactor OOM and the other is optimizer.step being invoked twice." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError and D-FINE training-loss behavior are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization-related, but one is save failure and the other is dequantized load/offload failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: config rms_norm_eps precision issue vs torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save-pretrained file omission and a data-filtering performance regression are not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they affect different generated files and different invariants." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor saving missing files and Gemma4 zero3 from_pretrained are distinct load/save paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/install dependency issue and Python version compatibility issue are different release problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they concern different models/tokenizers and different incorrect outputs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores and a SigLIP2 inference correctness bug are not duplicates." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but they are different implementations and failures: FlashAttention compatibility vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache handling and CLIPVisionModel hidden_states output are separate API regressions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are unrelated model-level issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend installation bug and torch/transformers version incompatibility are different setup problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs inconsistency and intermittent import slowness are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665" + ], + "soft_pairs": [ + "issue:46291|issue:46399", + "issue:44016|issue:45823", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:44336|issue:44373", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:46614|issue:46665", + "issue:45561|issue:45563", + "issue:44242|issue:45593", + "issue:45103|issue:46399", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "96716d691d3e4d714620abc84eaa7026b9357a8bb397c79d5bfae413a016a485", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of Transformers import/export regressions and model-specific loading bugs, but the individual issues do not appear to be duplicates of one another. The soft links are generally only surface-similar, not the same underlying defect.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43824 is the most central top-level import regression in the set: it targets a public Transformers export, has strong discussion activity, and is representative of the broader import/load failures without being too niche.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best anchor for this cluster because it is a high-visibility public API import failure and is closest to the recurring theme of broken model/component exports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/registration failures, but one is about `transformers.pipelines` and kernels version metadata while the other is a Qwen3.5 kernel decorator crash; different code paths and fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error in docs vs Gemma4 device mismatch during forward; unrelated failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading bugs: `Llama4Config.pad_token_id` missing versus a `glm-4v-9b` load failure." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import/export regression versus a Python-version compatibility issue for Transformers 5.1.0; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config field in Llama4 is not the same as `trust_remote_code=True` dropping fields from `AutoConfig`." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence on `torch.compile` versus ANSI codes in `loading_report`; unrelated subsystems." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage object lookup failure versus Qwen3.5 chat crash; different symptoms and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch on save versus Gemma-4 Zero3 `from_pretrained` failure; not the same defect." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI escape output issue versus a docstring mismatch; no shared underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "`nn` import NameError in sentence-transformers integration versus backend detection error when only tensorboard is installed." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` export and a Python-version support issue are both import-related, but they are separate problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing loss handling in MoE versus an unrecognized model/config error; different failure modes." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state versus inconsistent `from_pretrained` behavior inside Python classes; unrelated logic." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file write race versus a stale paging warning; different issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router-logits loss omission and D-FINE auxiliary-loss omission are both loss-related, but they affect different models and code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash versus Qwen3.5 kernel registration crash; different components." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3-MoE family models, but one is a LoRA compatibility mismatch across hf4.x/hf5.x while the other is a main-branch loading breakage; not clearly the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "`reduce_labels` returning one label and unsafe `sys.modules` access are unrelated implementation bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position IDs buffer read error versus Gemma-4 Zero3 loading failure; separate issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue versus Qwen3.5 chat crash; same family, but not the same concrete bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE load-balancing loss omission versus Gemma-3 eos token configuration inconsistency; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission in loading reports versus GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading failure versus `AttentionInterface.register` behavior change; different areas." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile SDPA failure versus CPU/CUDA result divergence in PPDocLayoutV3; not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI escape output problem versus cache-length config behavior; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors versus `_torch_extract_fbank_features()`; different pipelines and failures." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are different models and different bugs: Qwen3OmniMoe video input handling versus SmolVLM padding calculation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL image processor import error versus missing `is_offline_mode` from huggingface_hub; same symptom class, different dependency and fix." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`Qwen2_5_VLImageProcessor` vs `HybridCache`) and likely separate export regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:43901|issue:45003", + "issue:44479|issue:46655", + "issue:44734|issue:46424", + "issue:43257|issue:45137", + "issue:44242|issue:44857", + "issue:43475|issue:46369", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:45292|issue:45584", + "issue:45137|issue:45600", + "issue:44561|issue:46399", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "56610eadaeb08f59984e9605e63f92e33ba9687407797ad6e54dbe61f77cc69a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off issues; the soft pairs share broad subsystems or model families but not the same concrete bug. I would not collapse any of the proposed pairs into duplicates, and there is no clear canonical issue/PR for this set.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue stands out as the canonical duplicate target because the set spans many unrelated regressions and model-specific bugs.", + "canonical_pr_reason": "No pull requests are present in the candidate set.", + "best_issue_reason": "No issue is a strong global representative; the topics are too heterogeneous to justify a single best issue beyond being the most general/visible in its own thread.", + "best_pr_reason": "No pull requests are present in the candidate set.", + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both mention token embeddings/version regressions, but one is DeepSeek tokenizer output changes and the other is resize_token_embeddings not updating output embeddings; different code paths and failures." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5/moe and rotary-related behavior, but one is CPU offload incompatibility in a text rotary embedding forward path while the other is a missing decorator causing a kernel registration crash." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Both touch import/internal utilities, but one reports unsafe sys.modules access in modeling_utils and the other is a pytest-xdist race in testing utilities; different bugs and fixes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "The first is a pipeline docs/behavior mismatch, while the second is a modeling_utils import-safety issue; no shared underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/multimodal regressions, but one is a broad v5.3.0 input regression across Qwen video models and the other is a SmolVLM padding-calculation bug in the video processor." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to cache max length handling for quantized cache; same general caching theme but different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "One is a Qwen3 MOE weight-conversion issue with accelerate+deepspeed, the other is a DeepSpeed ZeRO3 deque underflow; both involve DeepSpeed but not the same failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video attribute access failure and SAM3 LiteText memory overflow are different bugs in different execution paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache handling and removal of is_torch_fx_available causing trust_remote_code breakage are unrelated regressions." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a buffer registration/position_ids access error; the other is a performance regression during filtering after a version upgrade." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting is unrelated to slow import / captured-info style behavior." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "One is strict config dropping a Qwen3_5MoeVisionConfig field; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-loading issues, but one is strict config rejecting granite_speech while the other is a missing field being silently dropped for Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An ImportError for Qwen2_5_VLImageProcessor is unrelated to a DeepSpeed ZeRO3 BertModel IndexError." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings output_embeddings inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/runtime failures, but one is a ZeRO3 deque issue and the other is stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "A missing utility removed in v5 breaking trust_remote_code models is not the same as a Qwen3.5 kernel registration/decorator crash." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings affecting output embeddings is a model weight-update bug, while tokenization changes across versions are a tokenizer behavior regression." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen5/Qwen3-VL-Moe-related bug and CPU-vs-CUDA output divergence in PPDocLayoutV3 are different multimodal model issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but one is a generic tied-weight serialization inconsistency and the other is specifically t5gemma decoder.embed_tokens not updating." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention after deletion is unrelated to MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and hiding tokenizer errors when protobuf is absent are separate failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "NemotronHForCausalLM not supporting Flash Attention 2.0 is specific to a model/backend support gap, not the generic 'Flash Attention 2.0' issue title." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "The first is a multimodal video regression; the second is a Windows/ROCm import error due to torch.distributed dependency." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated configuration/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass in GlmMoeDsa is unrelated to Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:45685|issue:46431", + "issue:45987|issue:46082", + "issue:44483|issue:46202", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "9fd0382ab0cd65761e0b3bce7bad290b3ae3832851234034ce7487995966b13c", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft edges connect issues that share a broad subsystem or version context but not the same concrete failure mode. I would reject all proposed duplicate links and keep the cluster split.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45375 is the most specific root-cause-style report in the set: it names the exact missing field, the strict-deserialization behavior, and a concrete affected config family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best anchor for this cluster because it is precise, actionable, and points to a likely underlying config-loading regression rather than a downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a warning/tie-weights config issue and the other is a flash-attention generation failure; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated model/tokenizer failures." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3 vision-encoder missing attribute and Qwen3Omni video-processing ValueError are different code paths and model families." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer-step under deepspeed are separate training/runtime bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for a tokenizer and multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash on second forward pass is not the same as the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are both warnings in generation-related flows, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an old issue and a Gemma pipeline roundtrip failure on \u2581 are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-embeddings warning are unrelated loading/config problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma pipeline roundtrip token issue." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int and missing chat template are different errors in different subsystems." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache returning a tensor instead of int and LlamaConfig head_dim validation are distinct API/validation issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A chat-completions API rejection is unrelated to the Gemma \u2581 roundtrip tokenizer bug." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription handling and Windows/ROCm distributed import failure are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder details and MaskGenerationPipeline dropping final partial batches do not share the same failure mode." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer.save_pretrained class metadata mismatch and processor.save_pretrained missing files are related only at a very broad serialization level." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a 10x slowdown after upgrade are unrelated tokenization/performance issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-filtering slowdown and a deepspeed double-step bug are not the same underlying change." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and a preprocessing slowdown do not match." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and double optimizer stepping are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5 and ESM2 breakage are different model-loading regressions." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked prefill are different generation internals." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading bugs." + }, + { + "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:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 ZeRO3 from_pretrained failure are not the same artifact." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A Sam3 vision encoder output attribute error and missing fields from AutoConfig with trust_remote_code are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a specific missing config field and the other is a broad from_pretrained error; not enough evidence they are the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:43475|issue:45381", + "issue:44964|issue:45137", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:42175|issue:45712", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "e590191e974862c4c396ae0e42bbf2a9705e4c136701843e70f4061c241da6bc", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers regression reports, especially import/API breakages and model-specific bugs, but only one soft pair looks like a true duplicate. Most other pairs share a broad subsystem or wording pattern without the same underlying code-path failure.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44933 is the broadest representative of the import-regression subset and sits near several other import-related soft matches (41628, 44351, 36010, 43976), so it is the best canonical anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the clearest actionable issue because it has an essentially identical duplicate (43704) with the same VRAM-leak behavior and title, making it the best single issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency error vs a sentence-transformers loading hang; different failures and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs processor.save_pretrained missing files; unrelated symptoms." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import regressions, but they involve different symbols/modules and likely different fixes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance vs old InternVL2 meta-init incompatibility; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 issues: one is a from_pretrained error, the other is a missing config field silently dropped." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video bugs in different models and code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure vs DeepSpeed ZeRO3 deque IndexError; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure vs missing pad_token_id on Llama4Config; different underlying problems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading failure vs continue_final_message behavior for mistral_common tokenizers; not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers breaks on nn vs a Qwen3.5 kernel registration crash; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip failure on \u2581; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline parallelism output corruption; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update bug vs attention-kernel divergence under torch.compile; not the same defect." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug vs Qwen3_5 image infinite loop; different symptoms and models." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they are for different exported classes and likely separate namespace regressions." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotation parsing crash; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads; these are clear duplicates." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE, but they are different model/version failures and not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure vs Qwen3.5 from_pretrained error; different issues." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving vs missing Qwen2_5_VL import; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different APIs; same broad v5 breakage, but not one bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue vs FP8 save_pretrained failure; related theme but different defect." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "dtype drift in embedding layers vs DeepSpeed deque IndexError; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync_gpus bug vs janus image-generation test failure; different failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend extra issue vs missing import from image_utils; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs xdist race on captured_info.txt; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy config field issue vs xdist test-file race; different problems." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Pytest-xdist file race vs stale auto_mappings references; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility regression vs missing import from image_utils; different concrete failures." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure vs OOM in deepspeed adafactor; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend extra packaging problem vs leftover dummy classes leaking into dir(transformers); different issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang for sentence-transformers vs embedding reinitialization during post_init; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 42673/43704, is well supported by the identical titles and matching VRAM-leak description. The remaining pair rejections are cautious and do not overclaim duplicate status from broad thematic similarity alone. The canonical anchor choice is somewhat judgment-based, but it is still defensible from the import-related soft matches shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:46077|issue:46123", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:45405|issue:45712", + "issue:30333|issue:34689", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "ffd4f362aa6c4a4a6cd6b969eb6819d161e94886ab9f15793d9ecfe7c2a7f24a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37536, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated issues. A few are in the same broad areas (tokenizers, multimodal models, save_pretrained, docs/examples), but none of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. Issue 42898 is the best representative because it is the broadest tokenizer/v5 regression and sits closest to several other tokenizer-related reports.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42898 is the broadest, most central tokenizer regression in the set and is the closest thematic match to several other tokenizer-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best cluster representative because it describes a generic v5 tokenizer behavior regression rather than a model-specific or one-off failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation-related, but one is a Gemma4 attention-mask bug and the other is a pipeline batching bug; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is clean-up spacing behavior and the other is add_special_tokens/BOS-EOS handling; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch and MoE load-balancing loss omission are unrelated training/inference behaviors." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file emission and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization and Whisper timestamp decode crash affect different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma4 mm_token_type_ids defaults are unrelated model-specific bugs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are both docs/examples, but not the same defect." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is spacing cleanup and the other is Granite token ID generation; distinct code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens behavior regression are different tokenizer problems." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count method and remote-code meta-init incompatibility are separate multimodal issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting and ModelOutput key assignment are unrelated internals." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "One is a sentence-transformers import NameError, the other a missing Qwen2.5-VL class import; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash and auto_docstring annotation handling are unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer logic." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and deepspeed double optimizer step are unrelated runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer spacing behavior and processor.tokenizer/image passing regression are different API breakages." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and MLFlow job-reporting failure are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version-pin problem and leftover dummy classes in dummy_pt_objects are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting and Llama 3.2 vision model-loading regression are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a warning/tied-weights bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments not used is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script failures, but one is multi-label classification output and the other is local dataset loading." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "MoE FP8 save_pretrained and tokenizer.save_pretrained class metadata are different serialization bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Image-utils import exposure and dummy_pt_objects cleanup are both packaging-related, but not the same issue." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting and custom trainer loss-signature incompatibility are unrelated training workflow bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow reporting and embedding reinitialization after resize are different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors, but they arise from different missing components." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and double optimizer step under deepspeed are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different concerns." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are both behavioral, but not the same code-path problem." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file generation; different artifacts and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46665" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:44222|issue:44484", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44190|issue:46082", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:46305|issue:46655", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "00ecfbe6bbbed168d177856433259adadf2b602048b630c8de173807a825b1ae", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of mostly unrelated Transformers regressions, import errors, tokenizer/model quirks, and model-specific bugs. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the broadest, most systemic report in the set: a Transformers 5.0.0 buffer-initialization regression. It is more central than the highly model-specific or one-off API issues elsewhere in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it describes a core framework-level regression rather than a narrow model- or checkpoint-specific symptom, so it is the most plausible anchor for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer/loading failures, but they describe different concrete failures: one is BPE-marker handling for Ministral-3-8B-Instruct, the other is AutoTokenizer loading in v5. Not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "One is a multimodal config default-initialization bug; the other is a framework-wide non-persistent buffer initialization regression. Related only at a very high level." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Both concern attention/quantization internals, but one is a category-count runtime limit and the other is AttentionInterface.register behavior. Different code paths and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "These are unrelated multimodal initialization issues: config defaults vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors from moved/changed symbols, but they are different symbols and different compatibility breakages, not one underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the Qwen3.5 Moe from_pretrained error. Same family, different failure." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "These are both v5/config-related, but one is type-checking breakage in PretrainedConfig and the other is a LlamaConfig validation issue about head_dim. Not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code-level modeling issue." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model loading/generation in v5, but one is tokenizer loading and the other is flash-attention generation behavior for Qwen3.5. Different path." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split-return behavior and InternVL2 meta-initialization incompatibility are different concrete bugs despite both touching model internals." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization-version drift and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE is unrelated to the default 50GB sharding threshold question." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/generation settings, but one is a generation update bug after sync_gpus and the other is max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "LaserFeatureExtractor center-arg crash and auto_docstring AttributeError are unrelated implementation bugs." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are not the same bug or code path." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update/sync_gpus and Kosmos2.5 OCR long-input index errors are different failures." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both involve serving/caching behavior, but one is a KV-cache continuation tensor indexing crash and the other is lazy cache initialization causing recompilation. Different symptoms and fixes." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and MoonshineStreaming sliding-window off-by-one are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after registering it as a buffer and processor.save_pretrained missing files are unrelated save/load issues." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/streaming related, but one is a sliding-window mask off-by-one and the other is incorrect padding calculation in a different processor." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Same subsystem, not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids and MoonshineStreaming sliding_window_mask_function are separate video-processing bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm eps precision issue and InternVL2 meta-init incompatibility are unrelated model-specific regressions." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero-probabilities are unrelated model issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen/visual encoders, but one is old InternVL2 meta-init incompatibility and the other is incorrect visual encoder keys saved in Qwen3.5. Different bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue with transformers and a SequenceFeatureExtractor.pad performance issue are not the same underlying defect." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Framework-wide non-persistent buffer junk initialization and MoonshineStreaming mask off-by-one are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 Moe from_pretrained failure are distinct FP8/model-loading issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer return values and a wrong docstring for position_ids do not describe the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Failing to save dequantized Ministrals/Devstrals and sinq quantization broken after save/from_pretrained are different save/load quantization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:45278", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46132", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:44188|issue:44373", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:44261|issue:44373", + "issue:42371|issue:44263", + "issue:43576|issue:43784", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44117|issue:44704", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "4a1d6b8855f0c1905f36105b802479360a1241a0de9959fbda2a698d605f76a2", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous issue cluster dominated by unrelated regression reports around tokenizers, imports, model loading, quantization, and serving. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the cleanest narrowly scoped regression report in the set (offline tokenizer cache loading) and the best anchor if one must pick an issue, but it is not a cluster-wide duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: FA3 degenerate training vs NaNs at checkout/init; no shared code-path evidence." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe model-specific failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is API request rejection, the other is a processor attribute crash; unrelated symptoms and paths." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and Flash Attention 2 on XLMRoberta are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/models and likely different broken exports." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention SAM3, but one is a class-mismatch warning and the other is missing text encoder weights." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import failure vs tokenizer spacing bug; no common underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression in FP8 versus image-specific infinite loop; distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: wrong offset mapping vs missing BOS/EOS insertion for a model tokenizer." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade breakage, not the same specific missing import as is_offline_mode." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong decoder type are different tokenizer issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 model support and a loading hang in Sentence Transformers are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache bug versus quantized model saving failure; different subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to denoising auxiliary loss behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but a model-type warning is not the same as a memory overflow." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Model-specific BPE marker handling versus general version-to-version tokenization drift; not enough to treat as one bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention divergence and a docstring error are completely unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile+SDPA failure and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config bug in MLA layernorm versus a wrong docstring; no overlap." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API settings and torch.split return values in a MoE indexer are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and a sentence-transformers import NameError are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure versus pipeline-parallelism output corruption; different bug classes." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers versus a macOS bus error on a CLIP model; no common path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer drop in Smollm3 and a tied-weights warning in Qwen3-Next are unrelated model bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression and pipeline-parallelism output issues are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and a model loading failure are different tokenizer/model issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping assumption bug versus AutoProcessor kwargs forwarding; related plumbing but not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing export and a broad import-breakage report after upgrade are too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "71fa8584e3333465859550caacb6f9d90e1bb46b343fdb210068d28e6cc4080d", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36126, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated issue reports (imports, tokenizer regressions, multimodal/model-specific bugs, and performance/behavior changes). None of the soft pairs looks safe to merge as the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items do not form one duplicate family, they span different code paths, models, and release regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in for the group, issue 44521 is the strongest standalone representative because it is concrete, open, and has the most discussion/inbound attention\u2014but it does not represent the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: one is about saving dequantized Ministral/Devstral models, the other about loading Phi-4 multimodal." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failure modes and code paths: sentence-transformers import error vs broken auto_mappings references for Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Both are model-specific, but one is dequantized save behavior and the other is GLM-5 generation config validation; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA indexer discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different subsystems: num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve high-level API behavior, but one is cached_file kwargs plumbing and the other is chat template crashes with tool-call messages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer-related bugs: wrong offset_mapping for Qwen3 vs assistant_masks being all-zero for multimodal chat templates." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is general version-to-version tokenization differences and the other is continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different functionality: tokenizer output drift vs multimodal apply_chat_template mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer.save_pretrained class metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different areas: example classification script returning empty results vs Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 Video family, but one is a model-type warning and the other is a missing attribute in vision encoder output; not clearly the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe issue vs position_ids buffer read error." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer/phonemizer concerns: offset mapping bug vs stale espeak backend language state." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both touch loading/saving paths, but dequantized save failure and gguf_file loading breakage are separate code paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different model/runtime issues: Qwen3-VL-Moe regression vs FP8 save_pretrained for moe models." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No overlap in underlying bug: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family and version, but one is corrupted save_pretrained checkpoints and the other is a from_pretrained load error; not enough evidence for one duplicate." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one reports generic tokenization drift while the other is Deepseek-specific incorrect results." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different root causes." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Completely different areas: tensor parallel training bug vs multi-label classification example behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/modules; no shared underlying change." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime problems: dtype drift between train/eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "No common bug: backend dependency selection in install extras vs Python 3.14 loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated issues: missing transformers.onnx module vs layoutlmv3 error-message clarity." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific issues: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different concerns: torch.compile attention-kernel branching vs SequenceFeatureExtractor.pad performance overhead." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a single missing symbol and the other is a broader upgrade-wide import failure; not enough to treat as the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different behavior changes: v5 tokenization cleanup semantics vs phonemizer backend state leakage." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family (GLM-5) but different problems: invalid GenerationConfig vs RoPE implementation review." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is wrong decoder type metadata and the other is Deepseek-specific incorrect tokenization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:42673|issue:46655", + "issue:43937|issue:45563", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:44117|issue:45588", + "issue:45071|issue:46614", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:42673|issue:43906", + "issue:39401|issue:44779", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "0926859b89437363742b8dbe62907a8b5b94053a579bd6042bb8a63bbfc0fd9a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36882, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated issue reports, with only weak lexical overlap around v5, tokenizers, flash attention, and training/runtime regressions. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must stand in for the cluster, 43611 is the broadest v5 regression about model loading, but there is no strong true canonical because the items cover many unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most general and representative of the v5 breakage theme; the others are narrower model-, tokenizer-, or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread inference vs dtype mismatch in bfloat16 inference; different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script returning empty multi-label results is unrelated to SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs a flex_attention import/version-check bug; not the same code path." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix in v5 vs NaNs in classification heads; unrelated regressions." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior vs missing image-processor method for multimodal token counting; no overlap." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen MoE bugs with different symptoms and likely different loading paths; not one concrete fix." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key serialization vs from_pretrained loading error; related family but different concrete problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper length-calculation bug in qwen3_omni_moe vs a PyTorch version check issue; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage vs Ministral FlashAttention failure; different models and failures." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label outputs in an example script are not the same as a pipeline error-message regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed token weights in UMT5 loading vs AutoProcessor kwargs forwarding; different subsystems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT2 FlashAttention 2 support vs a generic open flash-attention issue; not the same change." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs missing GenerationMixin cache during chunked prefill; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in threaded inference vs tokenizer BPE marker handling; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM vs incorrect video padding in SmolVLM; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs stale warning for num_return_sequences; different generation behaviors." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs a flex_attention import/version check; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are both tokenizer-related but not the same underlying bug." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer regressions in different model families and code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different attention logic." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing vs sequence feature padding performance issue; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs FlashAttention s_aux=None crash; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs tokenizer phonemizer stale-language bug; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same fix." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump issue vs flex_attention PyTorch version check; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded inference vs isolated reproduction of another issue; not enough evidence of same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and outputs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Device-dependent lm_head serialization issue vs classification-head NaNs; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:42222|issue:45542", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42175|issue:42222" + ], + "prepared_review_unit_hash": "bf2854b06f696634daa8463217b34bef8487569d26455a20c0efb8033999f9b6", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers issues spanning tokenization, imports, config loading, model-specific regressions, training, and testing utilities. There are no pull requests here, and none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression report in the set and the best umbrella representative for upgrade-related import failures; the other issues are much narrower or belong to different code paths/models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable single representative because it captures a general import-regression class rather than a one-off model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is a GenerationConfig validation error and the other is a Qwen3.5 flash-attention behavior bug; different failure modes and code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-processor shape bug; the other is an AutoProcessor crash when torchvision is missing. Same area, different underlying issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different models and symptoms: missing qwen3next projections versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a small bug in testing_utils.py and the other is an xdist file race in patched testing utils; not the same concrete bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug versus SequenceFeatureExtractor.pad performance issue; unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression and from_config(dtype=...) stale config dtype are different config/model-init bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is unrelated to the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crash are different tokenizer-loading problems." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior change versus a noisy logging message; no shared bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different import surfaces." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a testing_utils bug do not appear related." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash versus a padding performance issue; different code paths entirely." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning/control issue and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as the MobileLLM-125M key error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter typo are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior control and trust_remote_code cache FileNotFoundError are different issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A shard-size question and a Qwen3.5 MoE loading regression are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error versus unrecognized model/config.json issue; different failure paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific image_utils import problem and the other is a broad upgrade-related import regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are different model bugs." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step being called twice with deepspeed are different optimizer issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but one is wrong decoder type and the other is changed tokenization output; not clearly the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend with tensorboard-only install are different problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are separate regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A packaging/backend dependency issue and a broken VitPose model 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": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43012|issue:43577", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:46655|issue:46664", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43986|issue:44484", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "dd15d08fac81d279ab218b60cc6596383b2206081fbab3ab8253782ba268916c", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37361, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import regressions, Flash Attention/model-support issues, configuration/loading bugs, and training/runtime problems. The soft pairs look like same subsystem themes but not the same underlying bug/change, so they should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "No true canonical issue stands out; the cluster spans multiple distinct regressions rather than one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the cleanest representative of the largest subtheme (import failures), but it still does not unify the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs: missing image patch-count method vs a RoPE/layernorm precision mismatch." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/type-related, but one is an AutoImageProcessor import failure and the other is a PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: config type checking vs TensorBoard-only-without-TF backend handling." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype, but one is a compile-time PyTorch warning and the other is wrong dtype propagation when loading Blip2." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading bugs: Qwen3-VL shape mismatch vs missing attn projections in qwen3next." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Distinct code paths: a torch.split return-value issue vs a DeepSeek comb transpose/dtype bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different defects in different models/code paths; no shared underlying change." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is request rejection and the other is a streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5-MoE from_pretrained loading error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but these are separate model-support gaps for different architectures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but weight-shape mismatch and a v5/MoE bug are not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention Flash Attention, but one is model support failing and the other is degenerate training with flash_attention_3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different regressions: removed tie_embeddings API vs gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and subsystems: infinite loop on one image vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model-specific bugs: missing image patch counting vs torch.split handling." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision issue is not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Generic TOKENIZER_MAPPING_NAMES handling and a specific physical-intelligence/fast loading failure are separate regressions." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family issues, but they affect different implementations and different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model/torchvision loading failure and missing ReasoningEffort import for Gemma 4 processor loading are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states with FSDP2+PEFT is a different problem from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings API and a flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and look like separate regressions." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and a missing deepstack_visual_indexes config field are different problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal in 5.0.0 is unrelated to a quantized-model save/load breakage." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; not the same underlying fix." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading dependency failure and max_shard_size behavior are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they concern different missing names and different upgrade breakages." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43824|issue:43986", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:43012|issue:44683" + ], + "prepared_review_unit_hash": "f35218af4b742b6a18d9f62bd36cbe18a06dd67673212a0aebb6462afe6f601e", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38055, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change; they mostly share a broad theme (imports, warnings, saving/loading, backend handling) but split into different code paths. I reject all proposed duplicate links; no PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate stands out among the mixed issues; issue:36683 is the clearest standalone report because it has a precise runtime error and the most discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43873 is the best overall triage candidate because it is open, well-scoped, and has multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A specific test-seed flakiness report and a noisy logging complaint are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Constructor keyword collision in AddedToken and a tokenizer-mapping None assumption are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API and quantization/offloading failure are different code paths and symptoms." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train and Trainer import failing with datasets are unrelated failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network access and missing embed_tokens weights are distinct issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT-2 attention scaling and cache lazy-init recompilation are different problems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for AutoProcessor video models and tokenizer mapping None are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Qwen2.5-VL import failure and a torchvision-dependent video processor crash are different failures." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation messaging and Pipeline.save_pretrained behavior are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning and a compile-time SDPA failure are different symptoms." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model saving failure and an image-specific infinite loop are unrelated." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class leakage and a noisy logging message are different cleanup/UX issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A float32 warning during compile and a tie_word_embeddings warning are different config issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on load and a question about max_shard_size are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to treat as the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and a noisy logging message are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and GPT-2 attention scaling with SDPA/FlashAttention are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and a Python-version compatibility issue are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor-transpose bug are different model-specific failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT-2 attention scaling and AttentionInterface.register changing behavior are different subsystems." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription handling and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 MoE save_pretrained and Qwen3.5 MoE from_pretrained error are related only loosely, not the same concrete bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling config ignored and degenerate zero loss are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging omission and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning and a bfloat16 compile warning are different issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "huggingface_hub API import removal and a missing Qwen2.5-VL class import are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Duplicate of the earlier Qwen2.5-VL vs torchvision mismatch, which is still not the same bug as a plain import error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:42898|issue:43066", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278" + ], + "prepared_review_unit_hash": "17a80b4473867376147cf415aa0b3086e9857fe89a89cca2d1259acb403f89bf", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35895, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5 regression and compatibility issues, with one clear CLIP vision output regression pair and the rest mostly separate bugs across loading, config, save, and chat-template paths.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the strongest umbrella: it is broad, user-facing, and explicitly covers multiple import failures after upgrading to Transformers 5.5.0, which matches the cluster\u2019s main upgrade-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it captures the widest shared pattern in the cluster\u2014v5 upgrade breakage\u2014without being tied to one narrow model or API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces: chat-completions request validation vs batched chat-template crashing." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: broken auto-mappings CI vs a typo in cache strategies." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but different problems: loading regression vs fp8 inference support." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP vision v5 regressions where forward output fields are not being populated correctly." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different bug classes: missing CLIP attentions vs GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different functionality: custom-module reload bug vs a DeepSeek-V4 tensor transpose issue." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: missing import symbol vs network requests despite local_files_only=True." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures with no clear shared code-path or concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model configs/outputs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline.save_pretrained." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-stack bugs: HTTP API request rejection vs assistant tool-call templating crash." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer changes, but one is a cleanup-behavior change and the other is a decoder-type bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is attention-mask construction." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different areas: config propagation bug vs import conflict caused by datasets." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols/modules and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model/runtime issues: Flash Attention support gate vs invalid GenerationConfig." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for pipeline scoring vs inability to save Pipeline objects." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different breakages: model loading with base_model_prefix vs pipeline save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different config problems in different models; no shared underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but for different versions and different failures." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different checkpoint/loading bugs with no concrete shared code-path." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen bugs: label propagation vs bidirectional-attention masking." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Related config areas, but the bugs are distinct and not mergeable as one fix." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different model families." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: CLIP output fields vs Qwen3.5 saved-checkpoint correctness." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation/attribute bugs in different models." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but they affect different models and likely different loading paths." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated: distributed optimizer-state corruption vs a cache-strategies typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different issues entirely: SGD argument handling vs Trainer import conflict." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different areas: cache/layer update semantics vs broad import errors after upgrade." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering judgment is mostly conservative, but one soft-edge rationale is not grounded in the packet: the `issue:43064` vs `issue:44492` reason mentions a \"noisy logging message,\" which is actually `issue:46298`, not `issue:44492` (`Typo in Cache strategies`). That evidence mix-up is enough to reject. The rest of the summary is broadly plausible, and the accepted CLIP pair looks reasonable, but the output needs that incorrect pair rationale fixed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:42890|issue:45600", + "issue:43874|issue:46617", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "89c89febcdadb9fc1fae9147f8b87d02f7fa9379fd7848d0566910a74140dc88", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35777, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "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 one duplicate set. The only plausible duplicate pair is the import-time slowdown report around `import transformers`; the rest are different bugs across loading, config, tensor-parallelism, tests, and model-specific regressions.", + "confidence": 0.67, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the cluster: it identifies a specific import-performance problem and a specific code-path (`import *` in model packages) that plausibly explains the slowdown reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest representative issue here because it is specific, actionable, and tied to the only near-duplicate pair with a clear fix direction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but one is about compiled Python files and the other is a `torch.jit.script` parsing/indentation problem in DebertaV2; different code paths." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python-version load failure, the other is a `PretrainedConfig` type-checking regression; same broad area, not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "`state_dict` loading failure and Gemma pipeline roundtrip/tokenization failure are unrelated subsystems." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A generic model-load error and a missing `Qwen3_5MoeVisionConfig` field are different model/config bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "`Gemma3Config.vocab_size` missing and the FSDP2/PEFT optimizer-state bug are different layers of the stack." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is a flaky test due to missing `set_seed()`, the other is an xdist race on a captured-info file; both are test issues but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`@torch.no_grad` on cache updates is a specific code fix; the other is a vague broad complaint with no shared concrete failure." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to `import transformers` being unexpectedly slow, and the `import *` removal in models is a plausible direct fix for that exact slowdown." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug versus Qwen2-57B loading OOM; both mention TP, but the failure modes and code paths differ." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "`state_dict` load ordering and Qwen3.5 save-pretrained visual-key corruption are different regressions." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`no_grad` on cache/layer updates is unrelated to a Python 3.9/3.10 compatibility issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIP attentions output and an `optional post_init` restriction in PatchTSMixer are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "A missing `embed_tokens.weight` in UMT5 and a Qwen3.5 MoE `from_pretrained` error are different model-loading bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import missing for `AutoModel` and tokenizer loading regression are not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "One is a missing attentions assignment, the other is a structural mismatch between CLIP text model classes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions handling and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A discussion about the DSA indexer and a DeepSeekV3MoE implementation divergence are different topics." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A seeding-related test flake and a latest-transformers model load failure do not share a concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A test-seed flake and a GraniteSpeech device-override CI failure are separate test regressions." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed()` in SAM-HQ tests and stale auto-mapping references for Sam3LiteText are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing `get_number_of_image_patches` in an image processor and a cache FileNotFoundError for trust_remote_code are different load-path bugs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making API calls and duplicated `AddedToken(..., special=...)` kwargs are unrelated tokenizer/loading issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` for MoE models and a missing tensor-parallel plan are different problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions in v5, but one is tokenizer loading and the other is checkpoint reload compatibility after version upgrades; too broad to merge." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in `transformers serve` and a cache FileNotFoundError are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization reserved-memory growth and checkpoint reload compatibility are unrelated regressions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A cache-update autograd fix and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "An import-name error for Qwen2.5 VL and a trust_remote_code cache FileNotFoundError are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44485", + "accept": false, + "reason": "FP8 MoE save-pretrained behavior and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "`state_dict` loading and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load error and missing vision-config field are not the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is largely heterogeneous, and the only clearly plausible duplicate pair is issue:41669 with issue:44246 about slow `import transformers` caused by `import *` in model imports. The rejected soft pairs are stated conservatively and the distinctions match the issue titles/descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "c3f238976baee1a3c7a85ada26c339aaa7eaa781e92b737be65e86e46c71aa6a", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37163, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of transformers regressions, import/export breakages, and docs issues. None of the proposed soft pairs look like true duplicates or the same concrete change, so I would not merge any of them.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45850 is the closest umbrella candidate because it explicitly describes broad v5 breakage across many models, which best matches the cluster\u2019s general regression theme, even though it is still very vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative issue for this cluster because it is the broadest current report of the shared \u2018v5 breaks models\u2019 theme; the rest are mostly specific, unrelated sub-bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: CLI/env command breakage vs AttentionInterface.register behavior. Same project, not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE loading, but one is tensor-parallel _tp_plan support and the other is a from_pretrained regression; too different to treat as one bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Unrelated failures: MLflow reporting on training failure vs tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One is about compiled Python file execution errors; the other is a performance regression after upgrade. No shared underlying bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different model-specific issues: tensor parallel planning vs a missing config field in Qwen3.5 MoE vision config." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports; not the same concrete failure." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about no_grad decoration on cache updates and the other is about _update_model_kwargs_for_generation after sync_gpus. Not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading stall vs documentation confusion for forward inputs; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage vs FP8 moe save_pretrained bug; different subsystems and symptoms." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The second item is not a relevant duplicate of the first; there is no shared bug or code path." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing removed pipeline API vs an unrelated issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting vs tensor-parallel training bug; no overlap in behavior or code path." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they concern different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Execution of compiled Python files and saving Pipeline objects are distinct problems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Different loading regressions affecting different artifacts and likely different loader paths." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and a broken transformers env subcommand are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage vs PretrainedConfig type-checking; no shared underlying change." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration import are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in a model forward signature vs an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "These titles describe unrelated topics; no shared underlying bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the racoon issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "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; too different to merge as one bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "One is about kwargs not propagating through RoFormer methods; the other is attention-interface integration. Related area, but not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video encoder attribute mismatch and trust_remote_code cache loading are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different public symbols; no evidence they share the same root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application with model_init and FP8 inference on B200 are separate issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash is not the same concrete issue as a broad meta-report that v5 breaks too many models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45381", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:45381|issue:46664", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "1018b334709d17c89197d3f086faf435029a63a11e4babe16bb6ccdcfa8d8056", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38597, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regression reports, import/lazy-loading complaints, model-specific breakages, and a few unrelated bugs. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and can represent the general 'v5 breaks many models' regression theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it is open-ended and captures the widest range of v5 regression symptoms, even though it is not very actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache-related areas, but one is a GenerationMixin chunked_prefill cache bug and the other is a typo in cache strategy text; not the same code-path." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic to establish the same processor.save_pretrained missing-files bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Completely different topics: DSA indexing discussion vs video num_frames semantics." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior versus TensorFlow backend detection; different failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-VL/MoE issues: one is a general bug report, the other is missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy loading, but one is a generic lazy-loading failure and the other is unsafe sys.modules access; not clearly the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen-related vision bugs, but one is 2D bbox output errors and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different layers of failure: model output hallucination/error versus PretrainedConfig type-checking regression." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both involve video processing, but one is wrong vision_position_ids and the other is inconsistent num_frames semantics." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "One is the `transformers env` command; the other is checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from star imports is not the same as the v5 chunked_prefill cache bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_id on Llama4Config versus a broad v5 regressions umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig pad_token_idx regression versus a generic broad complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request versus a weight conversion question; not a duplicate bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/reload compatibility problems, but one is generic checkpoint reload failure and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade versus a broad 'many models break' complaint; related theme but not same issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/API is not the same as the broad v5 regression umbrella." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance versus cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is star-import bloat and the other is missing Qwen3_5 module export." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 tracker class mismatch versus Liger Kernel not applied with model_init; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests versus scheduler kwargs propagation; different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy-loading failure may be adjacent, but the reports are not specific enough to confirm the same defect." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support limitation versus Qwen3-VL 2D bbox output issue; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` command versus scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression versus a Qwen3-VL output bug; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding bug versus learning-rate scheduler kwargs bug; different code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs propagation versus config type-checking regression; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error versus a generic bug report; no duplicate evidence." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save versus a generic bug report; no match." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue versus flash_attention_3 training degeneration; different symptoms and code paths." + }, + { + "left": "issue:44351", + "right": "issue:45850", + "accept": false, + "reason": "Missing HybridCache export versus a broad v5 breakage complaint." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA discussion versus video processor frame-count semantics; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug versus PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils versus a small testing_utils bug; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45850", + "accept": false, + "reason": "Specific remote-code/meta-init incompatibility versus a generic broad regression umbrella." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is missing `_tp_plan` and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Generic import errors after upgrade and broad v5 breakage are related in theme but not the same issue." + }, + { + "left": "issue:45341", + "right": "issue:41669", + "accept": false, + "reason": "Testing utility bug versus import star-usage performance issue; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but the concrete bugs differ: vision_position_ids vs num_frames meaning." + }, + { + "left": "issue:45478", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained failure is a specific model bug, not the same as the broad v5 complaint." + }, + { + "left": "issue:45542", + "right": "issue:45753", + "accept": false, + "reason": "TensorFlow backend import error versus Qwen3_5 image-specific loop; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:45850", + "accept": false, + "reason": "Specific infinite-loop image case versus a broad v5 regression umbrella." + }, + { + "left": "issue:46095", + "right": "issue:46218", + "accept": false, + "reason": "Weight conversion question versus module import failure; unrelated." + }, + { + "left": "issue:46328", + "right": "issue:44492", + "accept": false, + "reason": "SequenceFeatureExtractor.pad performance bug versus cache-strategy typo; unrelated." + }, + { + "left": "issue:46664", + "right": "issue:45850", + "accept": false, + "reason": "Video processor num_frames inconsistency is specific and not the same as the broad v5 breakage report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:44261|issue:45468", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "e141f4403daaaf2627267e747425096fb48cf0349b71e2c118b2e64472c0c826", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39011, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports from different models, commands, and code paths. The soft-similarity links look like false positives, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous, and the soft-similarity pairs do not indicate the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43519 is the closest thing to a representative anchor because it is a concrete, well-scoped bug report, but it is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related, but they describe different bugs in different models: timestamp math vs video padding." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU and Gemma4 audio positional encoding are unrelated subsystems and failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Save-pretrained file loss and tied-weight key crashes are different code paths." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as a specific Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 import are different API surface failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp logic and scheduler kwargs handling do not overlap." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup and a VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating and a tensor transpose/dtype issue are different defects." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward docs are different problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and RoPE implementation are unrelated bug classes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "These are both position/encoding themed, but they target different models and different failures." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 'v5 breaks models' report and a specific import error are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak do not share a concrete code path." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files in save_pretrained are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values and audio positional encoding are unrelated implementation bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is not the same as Gemma4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a DeepSeek-V4 weight conversion question are different topics." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for NemotronH and a Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a regression report and the other is a decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 Flash Attention support and a generic Flash Attention 2.0 request are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and the placeholder 'Unemployment' issue are obviously unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression has nothing in common with the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue does not match the broad v5 breakage report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and the placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crashes and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and a missing import symbol are unrelated problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as tied-weight key crashes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL and missing processor save files are different features/issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they concern different models and separate support requests." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs and checkpoint load slowness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs are different failures." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL and a Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different loading problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference 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": 21, + "review_unit_index": 56, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-473", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ba705fc553224067c5e16fcae7e5a07f0f918f3b09f2ee904ea0dd8006c4a432", + "component_budget": { + "node_count": 473, + "item_count": 473, + "soft_pair_count": 1738, + "serialized_chars": 901383, + "estimated_input_tokens": 225346, + "estimated_eval_tokens": 450948 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8607, + "estimated_input_tokens": 2152, + "estimated_eval_tokens": 4560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated models, configs, warnings, and attention/loss bugs. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 42936 is the most concrete, user-facing bug report with a clear affected model and an actionable symptom, making it a reasonable representative for the cluster even though the cluster itself is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the strongest standalone issue candidate: it describes a specific incorrect behavior in Mask2former with enough detail to guide a fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different models and code paths: Mamba init/weight handling versus RoFormer attention interface usage. No indication they describe the same bug." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERTConfig type-hint correctness and tokenizer regex warnings are distinct configuration versus runtime warning issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is a model-specific ignore_value bug; the other is about kwargs not being forwarded to a loss function. Different failure modes and code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention interface usage are unrelated implementation bugs." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling does not overlap with tokenizer regex pattern warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different architectures and defects; no shared concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint in a config class." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint error in ModernBERTConfig is not the same as a typo in quantization operation naming." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm semantics in Llama4TextL2Norm and a ModernBERT norm_eps type hint are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These are unrelated: model ignore_value usage versus config type-hint correctness." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "ddf203159f6fe60295b13bf7b09dc717dd034adbfd9b7b8d9160d1884985558f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are clearly unrelated: one is about tokenizer truncation behavior, one asks for ReduceLROnPlateau-like scheduler functionality, and one concerns Wav2Vec2 word boundary timestamps. No duplicate cluster is present.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the topics are different subsystems and different user problems, so any one issue would be a poor representative.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these is a good global representative because the cluster is heterogeneous rather than a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Tokenizer truncation options and Wav2Vec2 word timestamps are unrelated features with no shared bug or code path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation strategy and learning-rate scheduler behavior are different areas of the library and do not describe the same underlying issue." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A scheduler feature request and Wav2Vec2 time-offset extraction are unrelated; they are not plausible duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e3afaa49fbf7141006770e9e74e1c7df14c0e97ab7d09300849980210873be3c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to mix unrelated issues: one about TAPAS tokenization parity and two about model-loading / download failures. The two model-loading issues are similar at a high level, but the available titles are not enough to confirm they are the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:16618 is the broadest and most representative of the model-loading failure side of the cluster, with a user-facing title that likely captures the common symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best overall issue to keep because it is the clearest, most generic representation of the likely shared model-loading problem; issue:13244 is clearly a separate tokenization bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: TAPAS tokenization parity versus a model load failure. The titles do not indicate the same bug or a mergeable shared fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading/downloads, but one is specifically about a private-model auth error while the other is a generic 'can't load bert-base-uncased' report. Not enough evidence they are the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "d0cbe2514e12d7d7e2314508b12103695db092447d7904b281d103a09110e5d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community-contribution feature requests: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share only a broad \"more architectures\" theme, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No clear duplicate/canonical relationship: the issues request different features for different subsystems and architecture support paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global canonical for the other; if forced to pick a representative, either would only represent its own feature area, not the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: they concern different enhancements in different code paths (Flash Attention 2 vs GGUF). Similar wording about architectures is too broad to indicate the same 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": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "826d98b6a886234a2c92d1c01b8987dd361312eed67fbcea6ab57631d30fc55c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly i18n docs-translation requests that look similar because they share the same boilerplate, but they are not the same underlying change when the target language differs. I only consider the two identical Thai-titled issues a likely duplicate pair.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most central representative of the generic i18n template subgroup, but the cluster overall is mixed across different language requests so it should not be treated as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; shared boilerplate is not enough to make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; not the same target language or concrete change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Looks like the same i18n template family, but not the same underlying language-specific request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; similarity comes from shared template text." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; too much boilerplate overlap." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic template issue are not clearly the same concrete change." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request and generic template issue are not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "High text similarity appears to be template reuse, not the same language request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request content; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request content; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical boilerplate, but no evidence they target the same language or change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical boilerplate, but the requests are not confirmed identical." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different request text; similarity is too generic to merge." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different request text; not enough to conclude same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same template family, but not proven to be the same specific translation request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different request text; no clear duplicate evidence." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different request text; no clear duplicate evidence." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different request text; no clear duplicate evidence." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different request text; no clear duplicate evidence." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai-titled request with identical body length and near-identical metadata, so these look like the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. It correctly treats the Turkish/Spanish/Romanian/template issues as similar boilerplate but not confirmed duplicates, and the Thai pair is the only one with direct strong evidence of duplication (identical title, identical body length, and perfect soft similarity)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue: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": "47b90230f3ba12d7ddd337df15b2b15bf09498dd7baccad0eba5071dc4fdea78", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24150, + "estimated_input_tokens": 6038, + "estimated_eval_tokens": 12332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose set of model-request issues with some thematic overlap (BERT-family models, audio/ASR/TTS models, and a few vision-language models), but they do not describe the same concrete change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 42738 is the broadest umbrella-style request in the set (generic BERT-like models with RoPE) and is the closest representative of the recurring BERT-family subset, though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42738 is the best single representative issue because it is the most general model-request thread among otherwise disparate model additions; it is not a true duplicate hub, just the least specific item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2. Same broad \u201cadd a model\u201d theme, but not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config and Qwen3-TTS support are unrelated model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models, not one shared implementation change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detector; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model add vs weight-sparse transformer request; different underlying changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR target different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; both are model requests, but not the same model or fix." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model support and sparse-transformer support are distinct 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 unrelated models; no shared concrete bug/change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are separate model additions, not the same change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model architecture vs OpenAI sparse transformer; no shared implementation target." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model families; similar request shape only." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and different tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR; same general domain of model support, but not the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are BERT-family themed, but one is generic RoPE support and the other is ModernVBERT-specific; not a duplicate." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like model support vs an unrelated personal-name issue; no overlap." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support vs ASR support are adjacent audio tasks, but they are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-4B-TTS are different models with different code paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support do not describe the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-adjacent, but they are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support vs audio model support; related domain, different implementation." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and TTS are both speech tasks, but these are different model integrations." + }, + { + "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": "ASR support and OCR2 support are different tasks and models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language style requests, but they are separate models with different changes." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the unrelated closed issue by name do not describe the same change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated closed issue by name are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "8571e182f4a76469a0812f8a86ea7497fbc7ab6086917f949be1f8c2e37e5206", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. They concern different subsystems and different kinds of work.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the titles and implied scopes are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive engineering task, but neither issue is a good duplicate canonical for the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intent: documentation/integration request versus a Vision RoPE code refactor. No shared code-path or concrete 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": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "d66c09a91be15d5c366f18d7e67bafcdddc086dcae72236382be7e38272d8193", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is a generic request around block decoding, the other is a model-specific request for DeepSeek v3.2 support.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue is needed, #43037 is the better one because it is more specific and actionable; #41084 is too terse and broad.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the strongest standalone issue due to its clearer feature scope and target, making it more useful as a canonical tracker than #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: generic block decoding behavior vs. support for a specific model version. No shared filenames, targets, or code-path evidence suggests 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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "eceebc70dd926bd1f802a05eb7fdcb6c361117acc47b59885008a3689082a603", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer customization, but they describe different bugs: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the more concrete and narrowly scoped report, centered on `remove_unused_column` behavior in `Trainer`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is a better representative for this cluster because it states a specific Trainer customization pain point rather than a broader estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different code paths and fixes: unused-column removal/custom trainer behavior vs FLOPS estimation for custom trainers. Shared Trainer context is not enough to make them 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": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "9b89e93c84470f8ef64f724815fcf513269594a67947037a47289ea3e0723573", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more central model-registration request and is the better representative of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 best captures the cluster\u2019s main theme of adding auto-class support for a Qwen model; issue 44405 is a separate, narrower head-support request for a different config.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different Qwen variants and different auto-model targets; this does not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "d369d97bee38b2f0ef34783f7e7d2fbfc434b364b8d717178f24601584408532", + "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": "These are too underspecified to safely deduplicate: one issue has a different title ('Fett') and the three 'huggingface' issues only share a generic title with no supporting body, targets, or code references. I would not merge any pair on the available evidence.", + "confidence": 0.17, + "canonical_issue_reason": "issue:43845 is the least-bad representative only because it is the earliest of the repeated 'huggingface' reports and is closer to the cluster\u2019s shared wording than 'Fett'; confidence is very low due to missing body details.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best issue candidate among the set for the same reason: it is the earliest repeated 'huggingface' title and has no evidence that the others describe a different concrete problem; still not a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak title similarity; 'Fett' and 'huggingface' do not provide enough evidence that they are the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No substantive overlap beyond generic soft similarity; no body, target, or reference evidence ties these together." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no supporting details, so there is no basis to treat them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles are identical, but there is still no body or reference evidence confirming the same bug or request; that is not enough to merge confidently." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Generic repeated title alone is insufficient; no concrete shared problem is described." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic titles are not enough on their own without any supporting description or code references." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6b310da2d13f802db7188046234da6f2639c539fe334de87bbfd9bbd9ceeb6ca", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-signal spam-like issues; the only clear duplication is among the identical \"\" reports, but there is no substantive bug/change to unify across the cluster.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the earliest of the identical \"\" issues and is the cleanest representative of the only obvious duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44371 is the best issue anchor because it matches the other identical spam placeholder reports exactly and appears earliest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Both are identical \"\" placeholder issues, so they look like the same underlying spam report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Both are identical \"\" placeholder issues, so they look like the same underlying spam report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Titles differ and one is a documentation request while the other is a spam placeholder; no shared underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; \"Check out \\\"Google LLC\\\"\" is spammy but not the same report as \"\"." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement and a spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement and a spam placeholder are not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Both are identical \"\" placeholder issues, so they look like the same underlying spam report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; the Google LLC phrasing is a different spam submission from the generic \"\" placeholder." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; the Google LLC phrasing is a different spam submission from the generic \"\" placeholder." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated subgroup is the three identical \"\" issues, and the rejected pairs are conservative given the differing titles. No PR merge claim is being made, so the analysis is appropriately scoped." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "0388e7a58f9adf8d999b58e551ad4b013432c09fc79d5a24947ee4da7c388d2b", + "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": "These two closed issues appear to be duplicate reports with the same title and very similar content. Issue #45145 is the better canonical issue because it was opened first; #45151 looks like a near-identical duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the earlier report and has the same title/content pattern as #45151, so it is the best canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest single issue to keep as the representative record: it predates #45151 and describes the same underlying request/report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and highly similar bodies; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both closed issues have the same title, similar body lengths, and soft-similarity evidence supports a duplicate relationship. Treating #45145 as the canonical earlier report is conservative and supported by the creation timestamps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "9f790a242dc34c44583a4e665dc9603475c8fb59043684d9f489db9eccb2c692", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts report 4-bit inference failures, but they appear to be different bugs: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that removes the default `lm_head` exclusion and triggers an AssertionError. They should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a broader configuration regression in 4-bit inference, with a clear mechanism and likely wider impact than the Gemma4-specific failure in #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the strongest representative of the cluster because it is the more general, actionable bug report and is not tied to one model or module layout.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and failure modes: one is a Gemma4 audio-module dtype/finfo error on uint8 weights, the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError. Same broad area (4-bit inference) 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": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "a5ac76416e24d4582ed954edbe7b04470cca6be704b16d35c9e35469cbac6652", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two empty, closed issues with different personal-name/date titles and no shared content or explicit linkage; they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only soft title similarity is present; the names and dates differ, and there is no body, discussion, target, or other evidence that they describe 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": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "f2d8387fa8a0b747e63916b97a0e93fb02139cd2da0ad5b30bda2d852ef23fb1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both closed, empty, and appear to be unrelated personal-name/date entries rather than the same bug report. No duplicate relationship is supported beyond a weak soft similarity signal.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue contains any substantive description or shared technical context; if one must be kept as a representative, issue 45764 is marginally earlier, but there is no strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because both are content-free and unrelated in apparent topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different names with different dates and there is no body text, code context, or explicit linkage indicating the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "93949c8aaf68fa43975b48aa8f8c35d5050895b4a0a3e4d5183c79795f65d830", + "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": "These two open issues are unrelated: one requests adding Qwen3_5ForTokenClassification, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No duplicate canonical issue: the requests target different features and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the more specific, self-contained feature request; issue:46295 is broader and about training infrastructure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different topics and implementation areas: model class support vs FP8 training support. 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": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "91c7fe3ec84de48f145ce98a71e4cc21abd68f893ed67fc82041b991bd0df3c9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different financial-data sales/sample post and is not the same underlying request as the others.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue spans the whole set; the closest representatives are 45870 for the 'Example: Financial time series prediction with DataForge' pair and 45872 for the 'DataForge: Financial time series + scraping service' pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: dataset sample promotion versus a DataForge example issue; same financial domain but not the same underlying bug or change." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types/content: dataset sample promotion versus a DataForge example issue; not the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and matching metadata/body size indicate the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example issue and the other is a scraping-service request; these are different underlying topics." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: example prediction walkthrough versus financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: example prediction walkthrough versus financial time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: example prediction walkthrough versus financial time series + scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and matching metadata/body size indicate the same service-related issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet clearly supports two exact-duplicate pairs (45870/45871 and 45872/45873) via identical titles and matching body lengths, while 45869 is a different dataset-sample post. The soft-edge rejections between the two topic clusters are conservative and consistent with the metadata. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "795733179f69a92f98358ae5b1924989b0803663b24ecc3fd8e3e0b09da5af48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache failures around `linear_attention`, but they describe different concrete breakages: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. Related, but not clearly the same bug.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 46439 is the broader, more framework-level report: it names the offending `early_initialization` path and the resulting shape/runtime failure in linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the best representative issue because it is more general and actionable, while 46441 reads like a model-specific symptom of a static-cache/linear-attention lookup failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They overlap on static cache + linear-attention, but one reports wrong-shape corruption during initialization and the other reports a `KeyError: 'linear_attention'`; different failure modes, so not safe to merge 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": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "0b9e436821dac0a6a07337fefe04da9f82ec11ee1c158be3fac4afa3c9e5c389", + "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 effectively identical duplicates: same title, same body length, and no distinguishing evidence beyond one being closed and the other open with references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the better canonical target because it is the open copy and already has inbound references, making it the more active tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the best issue to keep because it is open, actively referenced, and appears to be the primary thread for the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described bug; no evidence of distinct scope or behavior, so they are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the titles are identical, the body lengths match, and the open issue has inbound references while the closed one does not. The soft-edge verdict is appropriately conservative given the available evidence, and there are no PR mergeability concerns here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46662" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:46662", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:46662", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:46662", + "pull_request:45655|pull_request:46662", + "pull_request:44827|pull_request:46662", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "f5348bb5922399d36eb2a3d4a27792c95166968b297f5434b5cdde4fde54074a", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41945, + "estimated_input_tokens": 10487, + "estimated_eval_tokens": 21230 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41945, + "estimated_input_tokens": 10487, + "estimated_eval_tokens": 21230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated feature/model PRs linked only by loose topical similarity. The only true duplicate pair is the two fixed_cross_entropy patches in loss_utils.py; everything else should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the only real duplicate pair: it directly targets issue 43240 and implements the fixed_cross_entropy kwargs passthrough in the shared file.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone representative for the shared loss-utils fix because it has the explicit issue link and the broader, more direct implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs executorch dynamic-shape test; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods vs executorch export tests; same broad library, but not the same underlying bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API fix vs new MobileLLM model addition; clearly separate changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; different models and different failure modes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-utils keyword passthrough vs Mistral4 test/model work; not the same code-path problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 fixes; unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46662", + "accept": false, + "reason": "MobileLLM model addition vs SmolVLM video padding fix; different models and subsystems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-collection refactor; different features." + }, + { + "left": "pull_request:43995", + "right": "pull_request:46662", + "accept": false, + "reason": "Falcon refactor and SmolVLM video padding are separate model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill draft; no shared bug/change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 tests are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs layrnorm->layernorm renaming; different underlying issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat parsing update; unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel addition; separate features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 changes vs model-creation skill draft; not a duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs model-creation skill draft; no same underlying bug/change." + }, + { + "left": "pull_request:45213", + "right": "pull_request:46662", + "accept": false, + "reason": "Model-creation skill draft vs SmolVLM video padding fix; unrelated." + }, + { + "left": "pull_request:45655", + "right": "pull_request:46662", + "accept": false, + "reason": "Config resolution order fix vs SmolVLM video padding; different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46662", + "accept": false, + "reason": "Mistral4 fixes vs SmolVLM video padding are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch src/transformers/loss/loss_utils.py to forward weight/label_smoothing through fixed_cross_entropy for the same issue 43240; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: only PR 43251/43254 share an explicit issue target and the same loss_utils.py fix, while the other pairings are conservatively rejected as different features/models/subsystems. The mergeability call for 43251 and 43254 is plausible for the same bugfix, and no soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "f28c5e08339ab19143904787db5f864dc0d48c3ac56f0d91c8e7b573ece6c64d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they target different scopes: a core VibeVoice implementation versus a later realtime extension with additional tokenizer/generation work. They are not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader base implementation (\u201cImplement VibeVoice\u201d), is not a draft, and has much higher review/activity. It looks like the primary upstream PR for the model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best canonical PR because it represents the main VibeVoice integration path, while 42781 is a draft add-on for realtime support and depends on a different feature slice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime plus acoustic tokenizer/generation changes. They share filenames because they touch the same package, but they are different concrete changes 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": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "24067a35803181395a7e20bc55cc841e4a5c5f74c7eaebcb69bb6c8974a8a261", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and not a duplicate signal.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster here; the two PRs target different models and different code paths, so they should not be grouped as the same change.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must anchor the set, 40755 is the more substantial feature addition with broader implementation context, but it is not a duplicate of 41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different code paths; they do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "52276b481baad2f2facc8d9d36881072ad99764c9272723f4232c49fe60c7bbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are GitHub Actions maintenance updates, but they address different toolchains and code paths: PR 42975 is a broad Node 24 compatibility refresh for general workflow actions, while PR 42976 is focused on Docker build/publish action bumps. Similar theme, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the broader and more representative workflow-infrastructure upgrade, but it should not be treated as a duplicate of PR 42976 because the latter is specifically about docker/build-push-action version bumps.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while 42976 upgrades docker/build-push-action in Docker-related workflows. Same general maintenance area, but not the same underlying bug/change and 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": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "63fd53606e9a10f6803c80e09c176393fbc0b5b8ce2408a1f11fa2a3e813de24", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20308, + "estimated_input_tokens": 5077, + "estimated_eval_tokens": 10410 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 20308, + "estimated_input_tokens": 5077, + "estimated_eval_tokens": 10410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only plausible duplicate-like pair is the Step3p7 implementation PR and its mini-model/assets companion PR; the rest are different models entirely.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate across the whole cluster: ViT NEPA, Molmo, Molmo2, CTSM, and Step3p7 are different model additions. If one PR must anchor the cluster, 46562 is the closest because it has the only near-duplicate companion (46658) and contains the core Step3p7 implementation.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the best representative only because it is the core Step3p7 model PR; the other PRs are unrelated model adds, so none is globally suitable as a canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are just boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is generic model-registration scaffolding only." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (ViT NEPA vs CTSM); same broad transformers repo area, but not the same underlying bug/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and APIs; not a single duplicate PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model integrations; shared auto/docs files are incidental." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions, not the same concrete change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are unrelated model integrations; they only share generic auto/docs touchpoints." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs are about Step3p7 Flash; 46658 looks like the companion mini-model/assets/demo setup for the same model integration and could plausibly be merged into the main Step3p7 PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "8fc8cbfabd70704e2aa184248b0831a26c273a925eacd175de2ac07ae6b96085", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23164, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23164, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span unrelated areas like Whisper decoding, model test files, FP8 dequantization, generation validation, CI infrastructure, and typo/doc cleanups. The soft similarity links are mostly superficial filename or wording overlap, so none of the proposed pairs should be merged as the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46579 is the most coherent standalone maintenance change in the set: a broad but single-purpose typo cleanup across code paths. The other PRs are unrelated bug fixes or test/CI changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the best representative PR for the cluster because it is self-contained, clearly scoped, and not dependent on a narrow runtime bug or flaky test setup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; different models and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic vs FP8 dequant/loading logic; no shared code path or underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fix vs generation watermarking validation fix; unrelated subsystems." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility shim for tie_weights vs a typo cleanup PR; not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Bogus test-file edits in CLIP/ViT vs FP8 dequantization fix; completely different bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Bogus test edits vs generation config/watermarking validation; unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus test edits vs Phimoe CI integration fix; not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Bogus test edits vs code typo cleanup; different intent and scope." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization/loading fix vs generation watermarking validation fix; unrelated functionality." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 kernel/load-path fix vs CI memory/integration fix; no common bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 dequantization fix vs typo cleanup; only broad code churn overlaps." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest markdown cleanup vs code typo fixes; similar wording theme but not the same change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation fix vs Phimoe CI integration fix; unrelated issues." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation config/runtime fix vs typo cleanup; not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "213fe2a92020ff5f2251164d9168e6c0be3e8c6e095c12d112b273f519834e85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a repo-bot/check formatting change around setup/dependency metadata, while the other rewires comment/CI workflows and several testing/notification paths. They only overlap on a Vit test file, which is incidental.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the better canonical representative only because it is the broader, more discussion-heavy change; PR 43488 is a narrow bot/check tweak with different intent and code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the stronger standalone PR to keep as the representative artifact: it touches multiple workflows and testing utilities and has more substantive review/discussion, whereas 43488 is a small targeted setup/versioning change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 adjusts setup/versioning and test dependency metadata, while 43532 changes CI/comment workflow behavior plus testing/notification code. Shared Vit test filename is not enough to make them 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": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "8167ef48c8a3dd24161ec44fdfd27dd29d33336a427b2369077a477d02f923ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two similar but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding files and documentation patterns, but target different tasks/models and are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the slightly broader and more complete pipeline addition, so it is the better representative if one PR must stand in for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: the PRs implement different segmentation pipelines with different task scope and model/test integrations. Shared docs/registry plumbing is not enough to make them the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "3028328d3afc1e26d9f5941fd098f0860f53131626d22c745e76be63de887cbd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `trainer.py` but fix different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change 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": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different Trainer code paths and different behaviors: 43651 adds `_loss_is_scaled_for_ga` for loss normalization during training, while 43663 adds `_get_signature_columns` to control input-column filtering. Shared file/subsystem alone is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "55ca7dae452b1c4201bd468ec49c1682367bbb4d4811a6e98faf8b1bd1f45706", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they fix different causes: one is a typing/forward-reference cleanup, the other is a pydantic-availability import issue.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner representative because it targets a specific runtime failure mode: avoiding a TypeAdapter NameError when pydantic is not installed.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 has the tighter, more concrete fix scope and a direct issue link; it is the better standalone representative of this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and related symptom, but different underlying bugs/fixes: 43656 changes annotation handling with __future__ imports, while 43842 fixes importing/typing TypeAdapter when pydantic is absent. They would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "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:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "0ad177b50909b7fa87c227d69a5b2146556b6b97bf1dd66434a35ef22c31f93b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of model-specific refactors for standardized output tracing, not a set of true duplicates. The only strong duplicate-style overlaps are within the GPT-Neo and GPT-J lines; the rest are parallel refactors in different models sharing the same umbrella issue.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest and most complete GPT-J-family refactor here, with explicit issue linkage and coverage of both GPT-J and CodeGen output-tracing changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best represents the cluster because it is the most mature concrete implementation of the standardized output-tracing refactor and appears to subsume the narrower GPT-J-only variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same umbrella topic, but different model families and code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models; both refactor output tracing but are not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; 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plausible single PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families; only the refactor pattern is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families and fixes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen do not share the same concrete code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; 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only the umbrella tracing work overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are separate model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM do not share the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet-family versus SegFormer; same theme, different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 differ in model and code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are separate model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different models/code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate model fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are distinct implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J family output-tracing refactor; 44722 appears to be the broader follow-up/superset." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path and could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 do not share the same underlying fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes this as mostly model-specific output-tracing refactors rather than broad duplicates, and the highlighted GPT-Neo/GPT-J overlaps are the only ones that look plausibly mergeable into single PRs. The soft-edge accepts are conservative enough, especially for the GPT-Neo and GPT-J family pairs, and the rejection reasons for cross-family pairs stay within the evidence shown. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "969adea0db5e1f2fd0e5d12503c05fbe90a2503ba03c23d0879e8fbe281b869a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs that migrate output tracing/capture to a standardized decorator or hook pattern. They share the same refactor theme, but each targets a different architecture and code path, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue link, a concrete SpeechT5 path, and a more clearly scoped output-tracing refactor than the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single representative of the cluster because it is the most fully specified and most directly tied to a tracked change, while still fitting the common output-capture migration theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they apply to different model implementations (FocalNet vs ImageGPT) and different internal hooks; this is a shared pattern, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models with different forward signatures and output plumbing; 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They are related by naming and shared auto/docs plumbing, but not duplicates of the same underlying fix or feature.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the broadest and most central NemotronH change: it introduces the dense/sparse split, updates docs and auto mappings, and includes the corresponding model/config files. If a single PR must anchor this cluster, it is the most representative, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH internals, but 45115 is a refactor/inheritance change while 45569 adds the dense/sparse model split and docs. Overlap is superficial; they are not the same concrete change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "They share Nemotron naming and auto/docs files, but 45569 is about NemotronH dense/sparse modeling, while 46565 is Nemotron 3.5 ASR streaming. Different model families and code paths." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but they target different model versions/families (Nemotron ASR vs Nemotron 3.5 ASR) with distinct implementation scope. Not mergeable as one duplicate 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": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "37c0c5d419de29a4dabbc573f78f1bd43d89df4c5f01db104ec4d2d4ad7571ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related but not duplicates: one PR adds per-layer heterogeneous config plumbing, the other adds heterogeneous model/cache integration built on top of that config support.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader end-to-end feature change, covering model/cache integration in addition to heterogeneous support plumbing; PR 45333 is the narrower config foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the cluster because it implements the larger user-facing heterogeneous model support, while 45333 is supporting configuration infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: 45333 introduces per-layer config support, while 45332 consumes that support to change cache/modeling behavior. They are dependent pieces, not duplicate 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": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "531c4c0851a61efb44016f59e377e303250ae8b95fffc19720e1028b661645d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused PRs in transformers, but they do not look like the same change. PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 adds specific typing aliases/protocols for model/PEFT integration paths. Their overlap in a few files looks incidental, not like a single mergeable fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and cohesive change: it adds explicit typing support needed by specific code paths, rather than a broad type-checking pass across many unrelated modules.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it is narrowly scoped and centered on one typing problem domain; PR 45415 is too broad and heterogeneous to serve as a clean canonical duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: they share a typing theme and a few filenames, but 45415 is a wide type-checking cleanup across many files, whereas 45425 adds targeted typing helpers for specific model/integration paths. They do not appear to fix the same concrete bug or be 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": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "2e18457e5868398df64d6f33280435b5dd81f326f96a66b24790c9244ad8f3a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests fixing different cached-forward bugs in different model families: Qwen3.5/GDN linear attention vs. Mamba2 use_cache with seq_len > 1. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46084 is the cleaner representative: it has an explicit issue target, a narrowly scoped fix for a specific Mamba2 cached-forward seq_len>1 bug, and tests that directly cover that path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46084 is the best standalone representative of its bug class because the change is focused, explicit about the failing condition, and easier to map to a single underlying defect than the broader multi-model PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: 45513 fixes Qwen3.5/GDN linear-attention cached multi-token forward, while 46084 fixes Mamba2 use_cache when seq_len > 1. 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": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "2e8fa0695abeeb5ebe34614985e110a80c68942376131ff5f5c646d19d11efc1", + "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": "Both PRs touch expert-parallel loading in Transformers, but they fix different failure modes: one preserves distributed config/EP loading state, the other prevents expert parameters from being overwritten after sharding. They are related in subsystem, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45548 is the broader and earlier loading-path fix, centered on serialized distributed_config handling and EP detection during model load, so it is the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45548 is the clearest canonical representative because its title and diff directly address the core EP loading state issue, while 45662 targets a separate post-shard overwrite bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: the PRs address different concrete bugs. 45548 fixes EP/ZeRO-3 loading state and config serialization; 45662 fixes experts being overwritten after rank-0 broadcast/post-shard wrapping. Same area, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "df020006cbef5e9ab8b43c86580983bd6f1f62212796b813e05a8523d8f230dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in Transformers testing utilities; PR 45645 appears to be the broader, more complete fix while 45639 is a narrower subset.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file handling in testing_utils and also updates CI/workflow log collection so all captured_info shards are preserved.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the change set: it addresses the same underlying bug as 45639 but includes the broader operational fix needed to actually collect the worker-specific artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for captured_info artifacts in testing_utils. 45645 extends the same fix with workflow/log-collection updates, so these are plausibly 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": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "9217cf8d2e3386c62b55461f192f052b4e8cce1e3812b2e045a8a3c0d168a070", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7524, + "estimated_input_tokens": 1881, + "estimated_eval_tokens": 4018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three open PRs: one unrelated AutoModel registration fix for GLM-ASR, and two separate attention-dispatch feature PRs for different model families. The two attn_implementation PRs are similar in wording but target different code paths and model stacks, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46401 is the strongest representative of the attn_implementation-dispatch theme because it covers multiple BLIP-family models and includes broader implementation/test/documentation changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #46401 is the best overall representative in this cluster: it is the most substantial and clearly scoped change among the similar PRs, while #45670 is unrelated and #46320 is narrower.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: #45670 adds GLM-ASR to AutoModel mappings, while #46320 implements attn_implementation dispatch for RecurrentGemma. They do not fix the same code-path problem." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated changes: #45670 is an AutoModel registry update for a new model, whereas #46401 adds attention-dispatch support for BLIP-family models." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attn_implementation PRs, but they target different model families and separate implementation paths (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). Similar feature area is not enough for duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "fc89c6b6e013323f10d3c3b7196a00114cb4bc3c8084a34febc0dad8aa1978d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both linter-driven refactors in Transformers, but they target different rules and different code paths: TRF003 changes forward/return_dict behavior across model forwards, while TRF018 changes weight initialization logic across model classes. They are not the same underlying change, so the soft duplicate edge should be rejected.", + "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:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and unrelated fixes: PR 45720 implements TRF003 by adjusting model forward signatures/tuple returns, while PR 46259 implements TRF018 by refactoring _init_weights behavior. Overlap in touched model files is only due to broad refactoring scope, 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": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "66d28c46e5b840c8dd97e43d484d103b8918a37e2c1b1e89d4e9a7e771ea0a49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one is a CI/model code change, the other is a test migration. They share broad test-related context but not the same underlying bug or fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the broader, more substantive change set and is the better cluster anchor; PR #46100 is mostly a test migration and is clearly separate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the better standalone representative because it contains the actual code/CI changes, while PR #46100 is a distinct testing-only migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different work items: #45932 changes CI workflow and model/config code, while #46100 adds/migrates ViT tests. They do not appear to fix the same concrete bug or implement the same change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "267451dacbbc5d35c88363338ad3496040dc2db087d0eaa50abf53c54c150708", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8398, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8398, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are the same feature family (attention-implementation dispatch / SDPA support) but they target different model code paths, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: CTRL, T5, and wav2vec2/seamless audio are separate model implementations with different affected files and code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the broadest representative of the family, touching many related audio model implementations and showing the most complete SDPA dispatch rollout, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add attn_implementation support, but for different architectures (CTRL vs T5) and different forward paths; not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Same general feature theme, but CTRL and wav2vec2/audio models are unrelated code paths and the changes are model-specific." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both concern SDPA dispatch, but they patch different model families with different attention implementations and file sets; 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "e36dbdd05407d41960c1953271866fe3efda6fb363a4666d12669f47fcbe7969", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch distributed tensor-parallel/MoE files, but #46126 is a focused EP+Trainer integration change while #46269 is a broad distributed branch-base bundle. The overlap looks incidental, not the same concrete fix.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must anchor the cluster, #46126 is the better canonical representative because it has a single, concrete EP/Trainer scope; #46269 is too broad and mixes many unrelated distributed changes.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the shared area because it targets one clear change path and is easier to reason about than the large, mixed-scope #46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: #46126 is a specific EP/Trainer integration, while #46269 is a large branch-base PR spanning many unrelated distributed edits. They do not look like the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "340087a4601f66081d5d1b8e7644d3e7a21ee74f8f135fae318c9df93600a096", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23359, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23359, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs that only look similar because of their titles and `.github/workflows/*` scope. The only same-file group is `pr-ci-security-gate.yml`, but the three PRs there change different behaviors, so they should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive representative of the set: it makes a concrete security-gate behavior change in `pr-ci-security-gate.yml` and is the clearest central example among the similar-looking workflow updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone PR here because it has the clearest functional intent and the most concrete code-path change; the other PRs are either unrelated workflow tweaks or different changes in the same workflow file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior; only broad CI-maintenance similarity, not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow update in a different file; no shared code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow update in a different file; only superficial title similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different CI workflow and different shell/input handling fix; not the same bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflow and different operational hardening change; not duplicate content." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different logic; both are CI changes but not the same underlying fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Both touch workflows, but one is anti-slop permissions and the other is SSH runner hardening; distinct changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow behavior: reviewer checkout ref vs. SSH runner hardening; not the same issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; no single concrete change to merge." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; only broad CI/security similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated permission/scheduling changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow logic in different files; no shared bug or code-path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows; same general CI area is too broad to dedupe." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behaviors in different files; not the same underlying change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow hardening vs. commit-message parsing fix; different code paths." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and distinct fixes; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different functionality; only superficial CI similarity." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow behavior; not the same bug/change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different fixes; no duplicate code-path problem." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow areas and unrelated logic changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but they change different steps for different purposes (security checks vs. permissions/approval gating); not the same concrete change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes executable security-gate logic while the other adds explanatory comments around a reusable workflow call; not duplicate." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the patches address different concerns and code paths; not the same underlying fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes; no duplicate relationship." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different security hardening goals; not the same PR 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": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "0fc885f82b7a895b1cf9a82e98848b9a2540f9810e4a0086e32e0788f0d675d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level: both replace brittle file-based source access with safer source/introspection mechanisms, but they touch different code paths and would not plausibly be merged as one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46152 is the better representative for the cluster theme because it directly centralizes source-file access in import_utils and introduces a reusable traversal helper, making it the broader infrastructure change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46152 is the best overall representative because it is the more general source-reading refactor; PR 46207 is a narrower, separate fix in modeling_utils.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open()-based source reads, but they affect different modules and distinct code paths (import_utils vs modeling_utils). They are similar in approach, not the same underlying bug or change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "ae2300dab4ff26c80629e26b6b7e31ed36f0d000f0e07e76dbc94baeb62d8141", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-duplicates of the same StaticLayer.get_seq_length type-hint fix, while the cache max-len config PR is unrelated and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the strongest canonical representative for the duplicated type-hint fix because it has the explicit linked issue target and matches the same cache_utils change as #46474.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the best overall representative of the duplicate pair; #46474 is effectively the same patch, while #46436 addresses a different generation cache-length bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same file, same line-level change, same explicit issue target, and the diffs implement the same StaticLayer.get_seq_length return-type annotation fix." + }, + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs and code paths: one changes static cache max length handling in generation, the other only adjusts a type hint in cache_utils." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: PRs 46173 and 46474 both make the same cache_utils type-hint change and share issue target 45987, while 46436 targets a different issue and modifies generation cache-length behavior. The soft-edge verdicts are conservative and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "b0ad33899c064619daf3961fc98218a157517a4a5122ac7246b98a242a0a9067", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming masking; the second PR is broader and also covers Gemma4 plus tests, so it is the better representative.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the more complete fix: it includes the Moonshine streaming boundary correction, adds Gemma4 coverage for the same helper bug pattern, and includes test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best representative because it is broader, includes validation, and addresses the same concrete boundary condition more completely than PR 46310.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs change the same right-window mask boundary from < to <= in the same sliding-window helper, so they address the same underlying off-by-one bug and could be merged into one combined 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": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "175e374d61af0e2f321e6a437f52bfc980359401e4216d0029242d7b57d86ee7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates: one adds multimodal support to continuous batching internals, while the other adds a new HunYuan VL model package, docs, and tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR is appropriate here because the PRs target different features and code paths; if a representative is required, pull_request:46417 is the more self-contained addition with broader implementation and review activity.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the better standalone representative only in the sense that it is a complete feature addition with clear scope; however, it is not a duplicate of pull_request:46376 and should not be clustered with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: 46376 modifies continuous batching cache/scheduler/runtime for multimodal support, while 46417 adds a new HunYuan VL model, processing, docs, and tests. They do not fix the same code-path problem and could 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": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "7a7adc5bdf57dbefbc595ce0c81534f03a49ba8972aceafb057f4e1c27f18d41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode behavior that strips real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading into the wrong tokenizer class. They target different code paths and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical representative for the other; they address different tokenizer bugs in different subsystems and are not mergeable as one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and fixes: CodeLlama decoder stripping vs. AutoTokenizer checkpoint-class override for DeepSeek checkpoints. They do not share the same code path or 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "707342ee986c262326321981026c84c1535696405342836282f2f3eb97ff5321", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs are related but distinct: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They share files because the broader tokenizer work likely builds on the refactor, but they are not the same change and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the better canonical PR for the cluster because it is the broader, more substantive Mistral tokenizer change and appears to encompass the converter relocation as part of the feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the best representative PR: it addresses the main functional tokenizer work, whereas PR 46603 is only the narrower code move/refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Not the same underlying change. 46603 is a package refactor moving `MistralConverter`; 46604 adds tekken tokenizer detection/conversion/save utilities. Shared files reflect dependency, not duplicate code-path fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/manifest.json b/snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cc7c9adae1f80023a77685151576c88876689541 --- /dev/null +++ b/snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260616t060022z", + "artifacts": { + "hybrid": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-16T06:09:52Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260616T060022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260616T060022Z/manifest.json b/snapshots/20260616T060022Z/manifest.json index a24d4dd8d969c7238bc99305a012603d7768f713..6335bf24285b400d465f1a0a3c07068aea4dbeb7 100644 --- a/snapshots/20260616T060022Z/manifest.json +++ b/snapshots/20260616T060022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 299 }, "extracted_at": "2026-06-16T06:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260616t060022z", + "runs": { + "hybrid-model-20260616t060022z": { + "analysis_id": "hybrid-model-20260616t060022z", + "artifacts": { + "hybrid": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260616T060022Z/analysis-runs/hybrid-model-20260616t060022z/manifest.json", + "model": null, + "published_at": "2026-06-16T06:09:52Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260616T060022Z", "watermark": {