diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3d87195e746811a80dbd5abecaaaf7b5af4991e9..e4af8fbd976a4c93f1428ec1ad036fcef69fdac6 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": "20260611T060033Z", - "generated_at": "2026-06-11T06:04:32Z", + "snapshot_id": "20260611T120117Z", + "generated_at": "2026-06-11T12:11:26Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1804,6 +1804,35 @@ } ] }, + { + "cluster_id": "cluster-46504-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46504, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46558 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46558, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2078,61 +2107,6 @@ ] } ] - }, - { - "cluster_id": "cluster-46548-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46548, - "issue_numbers": [], - "pr_numbers": [ - 46548, - 46549 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46548, - "right_pr_number": 46549, - "code_similarity": 1.0, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 1.0, - "patch_similarity": 1.0, - "shared_filenames": [ - "README.md" - ], - "shared_file_areas": [ - { - "filename": "README.md", - "left_ranges": [ - [ - 87, - 105 - ], - [ - 108, - 114 - ] - ], - "right_ranges": [ - [ - 87, - 105 - ], - [ - 108, - 114 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2254,13 +2228,13 @@ "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-46548-2", - "canonical_pr_number": 46548, + "cluster_id": "cluster-46504-2", + "canonical_pr_number": 46504, "duplicate_pr_numbers": [ - 46549 + 46558 ], "target_issue_number": null, - "reason": "PRs in cluster-46548-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3ee3a5f2e0d6d313212141c50f8de81126c91c22..3232fdddb829dbf9fa2aa7671e2eb4f7dd03cb74 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,20 +1,20 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260611T060033Z", - "generated_at": "2026-06-11T06:04:32Z", + "snapshot_id": "20260611T120117Z", + "generated_at": "2026-06-11T12:11:26Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -132,20 +132,20 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "d5ab2fd2a4d0e41e4a196a4469777a7878af309751e57d40df5b30aa3145cbd4", + "prepared_review_unit_hash": "a486682cb03cb31c32308dcbc830e8399d45782c17c6ce95aa85078126567094", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46530, + "serialized_chars": 46529, "estimated_input_tokens": 11633, "estimated_eval_tokens": 23522 }, @@ -154,276 +154,390 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate subgroups: the DeepSpeed ZeRO-3/BERT initialization pair and the torch 2.4.1 compatibility pair. Most other soft-similarity pairs are related only at a broad subsystem level, not the same underlying bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45800 is the best representative of the clearest duplicate subgroup here: it states the version-compatibility problem directly and cleanly subsumes the shorter duplicate report 46515.", + "summary": "Most pairs are not duplicates: they span distinct model-specific bugs, version incompatibilities, and docs issues. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 out of bounds\" loading/init failures, plus the torch 2.4.1 incompatibility reports.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the best representative of the ZeRO-3 index-out-of-bounds loading bug: it is generic enough to cover the same failure mode seen in the related Bert/Gemma3 reports and is more canonical than the narrower variants.", "canonical_pr_reason": null, - "best_issue_reason": "45800 is the strongest issue candidate overall because it is specific, clearly scoped, and has an obvious duplicate in 46515; the rest of the cluster is too mixed to serve as a single canonical theme.", + "best_issue_reason": "issue:43596 is the strongest issue representative for the duplicate cluster because it describes the core zero3 init/load crash without overfitting to one specific model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions bug." + "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and bugs: AMD GPU failure vs MPS histogram op on Int." + "reason": "Different problems: AMD GPU runtime issue vs MPS histogram op not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Unrelated model/runtime issues; no shared concrete code path." + "reason": "Different model paths and symptoms: image dtype mismatch vs GPT-OSS running on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related, but they affect different models and mechanisms." + "reason": "Both are dtype-related, but they affect different models/code paths and are not the same bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models/examples and different failure modes." + "reason": "Unrelated issues: AMD GPU failure vs broken official Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Same general MoE area, but not the same bug or code path." + "reason": "Different model-specific bugs; no shared concrete failure path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export path and different failure cause." + "reason": "Different model/export issues with no shared code-path evidence." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "No concrete overlap beyond being model/runtime bugs." + "reason": "ONNX export vs Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both touch docs/examples, but they are different documentation problems." + "reason": "Both involve docs/examples, but they are different topics and fixes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they remove different documented entry points." + "reason": "Both are v5 docs regressions, but one is pipeline-task references and the other is the run command." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different features: ONNX export vs GenerationMixin import breakage." + "reason": "ModernBERT ONNX export error and GenerationMixin import error are different failures." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume behaviors and no shared failing code path." + "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code are distinct issues." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different tensor-shape masking bug vs device-mapping mismatch." + "reason": "Different Gemma4 symptoms: mask/tensor shape error vs device mismatch in forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve IndexError, but the model paths and root causes differ." + "reason": "Both are errors, but one is ZeRO-3 index OOB and the other is a different mask-shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated training resume issue vs ZeRO-3 BERT init bug." + "reason": "ZeRO-3 init/load crash is unrelated to resume-training with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and unrelated code paths." + "reason": "Different exception shape and likely different code paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model/input mismatch and different tensor indexing failure." + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures: mask/index error vs tensor-parallel MoE issue." + "reason": "Different model/runtime issues; no evidence of same underlying bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different training resume and example-broken reports." + "reason": "Unrelated training-resume issue vs broken Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template bug vs training resume issue." + "reason": "Qwen3-vl video StopIteration and resume-training bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 index error and resume-training/trust_remote_code are not the same failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch on Jamba-v01 is unrelated to ZeRO-3 index OOB during loading." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 BERT initialization bug; the non-pretrained BERT variant is the same underlying failure." + "reason": "Same ZeRO-3 index-0-out-of-bounds loading/init bug on BertModel variants." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE-related inference, but not the same concrete bug." + "reason": "Liger Kernel cross_entropy being called and GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different symptoms: detokenization bug vs LoRA merge/save output mismatch." + "reason": "Detokenization bug and LoRA merge/save/load mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime issue vs LoRA save/reload inconsistency." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save discrepancy are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are tensor-shape failures, but on different training stacks and code paths." + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask-shape indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed training errors, but the concrete bugs are different." + "reason": "Different DeepSpeed failures with different error signatures and model setups." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model class, but distinct failures: CPU offload incompatibility vs uninitialized buffer after materialization." + "reason": "Both are Qwen3_5MoeTextRotaryEmbedding-related, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing error is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and symptoms; no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are not the same issue." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 expensive reverse embedding lookup vs Qwen3.5 video chat template mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and unrelated failure mechanisms." + "reason": "Different Qwen/GPT-OSS failures with no evidence of a shared fix." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and different bugs: config attribute missing vs tokenizer patch crash." + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Mistral regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate of the same issue." + "reason": "Both report the same torch 2.4.1 incompatibility class and are plausibly one version-skew fix." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is device mapping and the other is reverse-embedding lookup." + "reason": "Same model family, but device mismatch and reverse embedding lookup are different forward-path bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Version incompatibility and model runtime failure are not the same bug." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different distributed-training symptoms and different affected models." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed features." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model families and different backend-specific failures." + "reason": "Different dtype/MoE issues on different hardware backends." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT packing issue vs MPS histogram backend error; unrelated." + "reason": "TRL SFT trainer failure and MPS histogram op error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Both are performance/runtime issues, but they do not share the same concrete cause." + "reason": "Liger Kernel cross_entropy invocation is unrelated to autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collectives bug vs Trainer API signature breakage." + "reason": "DeepSpeed collective mismatch and CustomTrainer kwarg mismatch are different bugs." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue vs GenerationMixin import error." + "reason": "Activation checkpointing/FSDP issue and GenerationMixin import error are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different model code paths and different tensor errors." + "reason": "Liger Kernel cross_entropy bug and tensor mask shape mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Model runtime failure vs documentation issue; no shared bug." + "reason": "GPT-OSS on AMD GPUs and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption vs missing text encoder weights loaded; different root causes." + "reason": "Checkpoint corruption and Sam3Model weights-not-loaded are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and TRL SFT embedding unpacking are distinct failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading bug during model initialization, just on a different model." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing failure and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different compatibility failures and different affected layers." + "reason": "Both mention compatibility, but the affected stacks and breakage are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicates are well supported by the titles/body context: 43596/43638 are the same DeepSpeed ZeRO-3 BERT index error, and 45800/46515 are both torch 2.4.1 incompatibility reports. The rest of the soft pairs are rejected in a restrained way without overstating similarity, and the summary appropriately treats the cluster as mostly heterogeneous." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly identifies the ZeRO-3 index-out-of-bounds cluster (43596/43638/41762) and the torch 2.4.1 compatibility pair (45800/46515), while the rejected soft-edge pairs are mostly supported by distinct titles/symptoms. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -434,13 +548,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 2, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -525,10 +639,10 @@ "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:43404|issue:43866", - "issue:44841|issue:45084", "issue:36010|issue:39290", - "issue:41093|issue:41762", + "issue:44841|issue:45084", "issue:45800|issue:45823", + "issue:41093|issue:41762", "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:44805|issue:44918", @@ -536,20 +650,20 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "581c79d46751178e8bcb692311385179e96255bc13aae1f0fac0cde12530a58b", + "prepared_review_unit_hash": "5c9d2219e280a4ffc41e08ffe5b9cbd3a2b6e11d0a68510e9a7af7edc671972b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39730, + "serialized_chars": 39732, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -558,258 +672,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous model/runtime regressions with one clear tokenizer-regression cluster; only the AutoTokenizer wrong-ID reports look like true duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes the cross-model AutoTokenizer wrong-ID problem, which is the best representative of the only clearly overlapping thread.", + "summary": "The set is mostly heterogeneous, with only two convincing duplicate families: a ZeRO-3 load-time index-out-of-bounds issue and a v5 AutoTokenizer wrong-token-IDs regression. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the strongest representative of the only clear recurring bug family here: a broad v5 AutoTokenizer regression producing wrong token IDs across multiple model families, with issue:45812 as a narrower Granite-only instance.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue representative because it spans multiple affected models and captures the shared tokenizer regression better than the model-specific crash reports.", + "best_issue_reason": "issue:45920 is the best global issue candidate because it is open, broader in scope than 45812, and captures the shared tokenizer regression theme more completely than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: vLLM model load on 4.53.0 vs a pytorch build/distributed-flag compatibility break." + "reason": "Both are generic transformer-version breakages, but they describe different failures and different affected layers (vLLM model loading vs USE_DISTRIBUTED=0 / torch support)." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Same error shape, but different models and repros; not enough evidence of one underlying ZeRO-3 bug." + "accept": true, + "reason": "Both report the same ZeRO-3/0-sized tensor style load-time index-out-of-bounds failure; different models, but the underlying bug appears to be the same loading code path." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert; unrelated root causes." + "reason": "Different symptoms and subsystems: Gemma3TextConfig/vLLM attribute access versus Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "Float8 storage lookup failure is unrelated to the distributed/USE_DISTRIBUTED compatibility issue." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs complaints, but they cover different docs and different API changes." + "reason": "Both touch docs/behavior changes, but one is a pipeline doc mismatch and the other is a removed run command mention; not the same bug." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different failure modes: device mismatch vs video-token/template mismatch." + "reason": "Both involve Qwen3.5-related inputs, but one is a device-mismatch forward error and the other is a video/chat-template feature mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU/model support issue vs table-question-answering task crash; no shared bug." + "reason": "Completely different areas: AMD GPU support for GPT-OSS versus table-question-answering crashes." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is not the same as Gemma4 forward device mismatch." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are unrelated model-specific bugs." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy behavior is unrelated to Qwen3.5 video/chat template failures." + "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration do not share a code path." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression vs outdated RAG docs; unrelated." + "reason": "Model detokenization regression and outdated RAG docs are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading bug is unrelated to documentation drift." + "reason": "NemotronH checkpoint-loading failure is unrelated to documentation example issues." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 incompatibility are different code paths." + "reason": "Remote_code regression and USE_DISTRIBUTED=0 compatibility are different breakages." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying tokenizer regression: both report wrong AutoTokenizer token IDs in v5 across affected models." + "reason": "Same underlying AutoTokenizer v4\u2192v5 wrong-token-IDs regression; 45920 is the broader umbrella report and 45812 is a narrower Granite-only manifestation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is a different problem from NemotronH implementation support." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are both load issues but not the same defect." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed/pytorch build break." + "reason": "bitsandbytes Int8Params constructor incompatibility is distinct from the torch/distributed compatibility issue." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to outdated RAG examples." + "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to RAG documentation examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they involve different models and likely different config paths." + "reason": "Both mention sliding_window, but one is a Gemma3TextConfig attribute error and the other is a Qwen3-MoE model issue; not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors under different training/loading scenarios; too little evidence of one shared bug." + "reason": "Both are IndexErrors, but the mask-shape mismatch and the ZeRO-3 size-0 BertModel failure are different root causes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table QA crash do not share the same bug." + "reason": "Whisper can't run and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading failures with different symptoms and likely different root causes." + "reason": "Unable to load a GLM-4.7 Flash model in tests versus a corrupted Ovis2 checkpoint; no shared underlying bug is evident." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and PretrainedConfig/pydantic regression are separate issues." + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig field regression are different compatibility problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 Bert loading bug is not the same as the torch 2.4.1 / transformers 5.8.0 compatibility issue." + "reason": "Both involve version/compatibility pain, but one is a ZeRO-3 index error and the other is torch 2.4.1 with transformers 5.8.0; not the same defect." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash are unrelated." + "reason": "Detokenization regression and table QA task crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model runtime issue is unrelated to the PretrainedConfig field regression." + "reason": "Whisper runtime failure and pydantic config regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a Transformers chat crash and the other is streaming chat/completions failure." + "reason": "Both concern Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; insufficient evidence of the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different models and subsystems; no common underlying bug." + "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to table QA crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config attribute error and Gemma4 device mismatch are different failures." + "reason": "Gemma3TextConfig/vLLM attribute error and Gemma4 device-mismatch are different model/setup failures." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure is unrelated to an MPS histogram op missing for Int." + "reason": "Streaming chat/completions failure and MPS histogram int error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing error is a different code path from the MPS histogram issue." + "reason": "Grouped_mm tracing failure and MPS histogram integer support error are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different symptoms: torch dynamo grouped_mm tracing vs autocast dtype mismatch." + "reason": "Both are mixed-precision/tracing related, but the grouped_mm tracing error and autocast dtype mismatch are not the same underlying bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking with TRL are distinct bugs." + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import path break for GenerationMixin is unrelated to a Gemma3 config regression." + "reason": "ImportError for GenerationMixin and a Gemma3TextConfig sliding_window attribute error are unrelated." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Both are IndexErrors, but they arise in different model/loading contexts and are not clearly the same defect." + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Generic torch/transformers compatibility complaint is unrelated to the Gemma4 device-mapping bug." + "reason": "Torch/transformers version incompatibility and Gemma4 device-mismatch are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask indexing mismatch and the ZeRO-3 zero-size load failure do not appear to be the same bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "vLLM loading failure and GGUF architecture support request are different issues." + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are unrelated model support issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic field regression are different config breakages." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking with trl SFT trainer are not the same defect." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory/OOM regression and tied-weights translation issue are different problems." + "reason": "Int4 quantization OOM and tied-weights translation-model regression are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure and TP-only GPT-OSS MoE issue are not the same code-path bug." + "reason": "Grouped_mm tracing failure and GPT-OSS MoE TP-only failure are different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (45812/45920) is a conservative duplicate call backed by matching AutoTokenizer wrong-ID regression titles. The remaining rejections are appropriately cautious and do not overstate evidence." + "feedback": "The summary is well grounded in the packet: it correctly identifies the two clear recurring families (Zero-3 load-time index errors and the v5 AutoTokenizer wrong-token-IDs regression), and it does not overreach beyond the evidence. The soft-edge calls are generally conservative, and there are no PR pairs to evaluate." }, "evaluator_used": true, "retried": false, @@ -820,13 +940,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 3, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -883,8 +1003,8 @@ "issue:44291|issue:45070", "issue:43366|issue:45464", "issue:43531|issue:45070", - "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:43716|issue:46294", "issue:43541|issue:44589", "issue:44479|issue:46294", "issue:41093|issue:43596", @@ -892,8 +1012,8 @@ "issue:45759|issue:45902", "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:40990|issue:44960", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:42915|issue:45399", @@ -912,14 +1032,14 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "74ee94ae4799235810beed924e5e389f20969f7f242ef0c8ed7fb625ed195628", + "prepared_review_unit_hash": "014fa15fc17a63143dab2a3d6c6ab861131e04e7c52f5a5cdb65204da0eac1fb", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, @@ -934,114 +1054,114 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No PRs are present. The cluster is mostly heterogeneous, but there is a clear duplicate subgroup around the v5 non-persistent-buffer corruption regression, plus one likely duplicate pair around input-validation error messages.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43644 is the broadest, clearest statement of the non-persistent-buffer regression and best captures the main duplicate subgroup around this bug.", + "summary": "This cluster is mostly a set of unrelated transformer/model regression reports that were only loosely grouped by embedding similarity. The only clear duplicate pair is the non-persistent buffer regression in v5: issue 43950 and issue 44534.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the shared bug: it precisely describes the v5 regression where `register_buffer(persistent=False)` data gets corrupted on load. It is more specific than 44534 while covering the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best global representative because it states the underlying regression succinctly and matches the confirmed duplicate cluster most directly.", + "best_issue_reason": "Issue 43950 is the best canonical issue because it names the concrete failure mode, version scope, and root symptom more clearly than the other duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different failures: init_empty_weights/_is_hf_initialized type handling vs a pydantic field regression." + "reason": "Different bugs: one is an `init_empty_weights`/`_is_hf_initialized` argument error, the other is a `PretrainedConfig` pydantic-field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different topics: GGUF gpt-oss support vs Qwen3.5 streaming chat/completions failure." + "reason": "Both involve gpt-oss/Qwen-related runtime behavior, but one is GGUF architecture support and the other is streaming chat/completions on Qwen3.5; not the same code-path." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding_window issue vs pydantic model field breakage." + "reason": "Qwen3-MoE `sliding_window` handling is unrelated to the `PretrainedConfig` pydantic regression." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both are multimodal, but one is Mistral-3 dtype mismatch and the other is Qwen3.5 video-template token mismatch; not the same bug." + "reason": "Both are broad compatibility complaints, but one is about remote-code model breakage and the other is a torch/transformers version mismatch; too different to merge as duplicates." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Different root causes: remote_code regression vs torch/transformers version incompatibility." + "reason": "Both are multimodal input issues, but one is an image preprocessor dtype mismatch and the other is a video feature/token count mismatch." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different code paths and errors: torch dynamo grouped_mm tracing vs missing Float8 storage object." + "reason": "Completely different failures: torch dynamo/grouped_mm tracing vs missing Float8 storage lookup." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen video-input regression around template/token alignment in v5.3.0." + "accept": false, + "reason": "Both concern video inputs, but the affected models and failure modes differ; one is a v5.3.0 regression across several VL models, the other is a Qwen3.5 chat-template mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but the mask-shape mismatch and ZeRO-3 zero-size tensor issue are different bugs." + "reason": "Both are index-out-of-bounds style errors under sharded loading, but the exact conditions and failure signatures differ enough that they do not look like the same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Related SigLIP2 complaints, but one is about poorer embeddings and the other about broken AutoModel/pipeline behavior; not clearly the same bug." + "reason": "Both involve SigLIP2, but one is a text-embedding quality regression and the other is an AutoModel/pipeline output bug; different symptoms and likely different fixes." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen3.5 multimodal initialization bugs: text_config unwrapping vs uninitialized rotary embedding memory." + "reason": "Different composite-model problems: one is `from_config` unwrapping of `text_config`, the other is uninitialized rotary embedding memory after `to_empty(cuda)`." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different failure modes: FSDP weight dimensionality vs TRL SFT embedding unpacking." + "reason": "Different training-time errors: FSDP `weight` dimensionality vs TRL SFT input-embedding unpacking." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and issues; no shared underlying code-path is evident." + "reason": "Image preprocessing dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking in TRL." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "Unrelated issues: gpt-oss perplexity vs GLM5." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated issues." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Custom model notebook regression and flash-attn fallback gating are separate problems." + "reason": "Different model/perplexity reports with no shared code-path or symptom." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but the titles point to different failure mechanisms and no shared concrete bug is clear." + "reason": "Both touch custom-module loading, but one is a cache-path collision for local models and the other is wrong module selection after save/load; not clearly the same underlying bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Different scope: one missing lm_head tying in Mistral3, the other tied-weights issues in translation models." + "reason": "Both mention tied weights, but one is a specific Mistral3 `lm_head` tying bug and the other is a broader translation-model v5 report; too broad to treat as one duplicate." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different subsystems: FineGrainedFP8Config vs flash-attn2 fallback checks." + "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:44530", @@ -1053,79 +1173,85 @@ "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights bugs." + "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." + "reason": "A DSA indexer/ReLU discussion is unrelated to a docs typo about a removed run command." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation tied-weights are different issues." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both concern the shared input_ids/inputs_embeds validation logic producing misleading or incorrect error messages." + "accept": false, + "reason": "Both are validation/error-message issues, but one is a broad `input_ids`/`inputs_embeds` XOR bug and the other is a T5 decoder-input validation message; not the same concrete bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions in different models; same broad area but not the same bug." + "reason": "Different tokenizer regressions affecting different model families (DeepSeek-Coder vs CodeLlama) and different round-trip behavior." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: TRL SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." + "reason": "TRL/Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and docs referencing a removed command are unrelated." + "reason": "A cache-strategy typo and a removed CLI run-command doc issue are not duplicates." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different issues: DeepSeek-Coder detokenization regression vs Qwen-3 NVFP4 runtime error." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different bugs and model families." + "reason": "Different model/runtime failures with no shared failing code-path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression corrupting non-persistent buffers, phrased from different entry points." + "reason": "These describe the same v5 regression where non-persistent buffers are loaded with junk/corrupted values; one is the detailed repro, the other the concise summary." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a text-embedding quality regression." + "reason": "Both are SigLIP2-related, but one is a documentation example error and the other is a quality/regression complaint about text embeddings." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same non-persistent-buffer corruption regression, with 43950 giving a more specific from_pretrained symptom." + "accept": false, + "reason": "One is a non-persistent buffer corruption regression; the other is a separate complaint about custom models in Jupyter notebooks." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in `compute_loss` and a ZeRO-3 index error are unrelated failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies the heterogeneous cluster, avoids inventing PRs, and keeps the main duplicate subgroup centered on the non-persistent-buffer regression. The accepted soft pairs are mostly conservative given the titles and similarity signals." + "feedback": "Grounded and conservative overall. The only clearly supported duplicate pair in the packet is issue 43950 and issue 44534, and the summary correctly avoids overstating the weaker soft matches. The canonical issue choice is well supported by the titles and framing." }, "evaluator_used": true, "retried": false, @@ -1136,13 +1262,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 4, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -1157,6 +1283,7 @@ "issue:43054", "issue:43493", "issue:43643", + "issue:43742", "issue:43782", "issue:43824", "issue:43828", @@ -1182,7 +1309,6 @@ "issue:45081", "issue:45356", "issue:45399", - "issue:45488", "issue:45520", "issue:45663", "issue:45685", @@ -1200,8 +1326,8 @@ "issue:43872|issue:44589", "issue:45920|issue:46489", "issue:43866|issue:44403", - "issue:43950|issue:45902", "issue:43054|issue:45701", + "issue:43950|issue:45902", "issue:38175|issue:43054", "issue:41553|issue:43883", "issue:44910|issue:45859", @@ -1218,8 +1344,8 @@ "issue:41762|issue:42915", "issue:45685|issue:45823", "issue:43782|issue:44960", - "issue:43824|issue:43872", "issue:44991|issue:45399", + "issue:43824|issue:43872", "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1227,244 +1353,223 @@ "issue:45081|issue:45399", "issue:42491|issue:44368", "issue:45715|issue:46315", - "issue:45488|issue:46489", - "issue:45020|issue:45356" + "issue:45020|issue:45356", + "issue:43742|issue:45399" ], - "prepared_review_unit_hash": "863c5eb29836d13b62414b3c319130de77773fa43ebd434d0c86b061b693c54f", + "prepared_review_unit_hash": "f6c0e30b25fb87461d018a83d98901f55b3d996ee00dec3316a7cf048250f979", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37999, - "estimated_input_tokens": 9500, - "estimated_eval_tokens": 19256 + "serialized_chars": 37914, + "estimated_input_tokens": 9479, + "estimated_eval_tokens": 19214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous, but the DeepSeek tokenizer pair is only a likely thematic match, not a proven duplicate. I\u2019m treating 45920 and 46489 as related regressions in the same area, but not the same bug or mergeable fix.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer regression cluster: it describes wrong token IDs across multiple model families in v5, including DeepSeek-family reports, but the evidence is still too high-level to collapse the DeepSeek-Coder v1 report into the same root cause.", + "summary": "This cluster is heterogeneous, but the densest theme is Transformers v5 loading/tokenization regressions. The soft edges mostly connect adjacent symptoms in the same broad area rather than the same underlying bug, so I reject them all.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures the general v5 regression class around remote_code/model loading failures, which is the closest thing to a cluster-wide anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global issue representative because it captures the broad v5 tokenizer regression pattern affecting several model families, rather than a narrower model-specific symptom.", + "best_issue_reason": "issue:45920 is the most actionable representative of the tokenizer-regression subcluster: it is concrete, multi-model, and clearly states a widespread v5 token-ID regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different failures and code paths: autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 Flash Attention crash from 3D position_ids." + "reason": "Different bugs: Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 3D position_ids/SDPA fallback and BF16 collapse." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are bitsandbytes/storage-related, but they are distinct incompatibilities with different error surfaces and likely different root causes." + "reason": "Both are backend incompatibilities, but one is bitsandbytes Int8Params init and the other is a missing Float8 storage type; different code paths." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Related DeepSeek tokenizer regressions, but the titles and descriptions do not establish the same underlying bug or a single fixable code path. Keep this as similarity, not a duplicate." + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model wrong-token-ID issue while 46489 is a DeepSeek-Coder v1-specific detokenization gap tied to PR #44801." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Completely different problems: a corrupted Ovis2 checkpoint vs a generic logging/noise issue when loading models." + "reason": "Checkpoint corruption vs log noise on loading; no shared underlying defect." }, { - "left": "issue:43950", - "right": "issue:45902", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Related to model materialization/buffer handling, but one is a general non-persistent-buffer corruption regression and the other is a specific Qwen3_5MoE uninitialized-memory read." + "reason": "SigLIP2 embedding quality regression and tokenization-version behavior are unrelated symptoms." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "Different classes of issues: SigLIP2 embedding quality vs tokenizer behavior changes across versions." + "reason": "Both involve model materialization/loading, but one is silent non-persistent buffer corruption and the other is uninitialized rotary embedding memory after meta\u2192to_empty(cuda); different bugs." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the reported symptoms differ too much to confidently treat as the same bug without stronger code-path evidence." + "reason": "Same model family, but different reported failure modes: zero probabilities vs worse text embeddings." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and failures: bad AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a Flash Attention memory crash and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Both touch Qwen3.5, but one is a flash-attn crash from misread 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/training, but one is gradient checkpointing not taking effect and the other is increased CUDA reserved memory under int4 quantization." + "reason": "Gradient checkpointing/LoRA ineffectiveness is a different problem from int4 quantization increasing reserved CUDA memory and causing OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma/Qwen code paths and different failure modes; no clear shared underlying bug." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe rotary embedding initialization." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an explicit HF-vs-JAX discrepancy; too broad to merge confidently." + "reason": "SigLIP2 quality regression vs HF/JAX implementation discrepancy are related at a high level, but not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Unrelated loading issues for different models; no shared bug or code path is evident." + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT." + "reason": "Unnecessary loading noise is not the same as inability to load ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed weight-shape error vs early-stopping metric configuration; unrelated." + "reason": "DeepSpeed weight dimensionality error and early-stopping metric resolution are unrelated training-time problems." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error; unrelated." + "reason": "Tokenizer detokenization regression and a Python 3.13 import_utils flash_attn KeyError are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic load noise vs a specific tokenizer-loading failure for sleng-bert." + "reason": "Loading noise vs a concrete model load failure; not a duplicate." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different training/memory symptoms on different model families; not the same bug." + "reason": "Both mention training/memory, but they are different mechanisms and model families." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is a specific missing-fields config issue and the other is a broad umbrella report; not enough to treat as the same bug." + "reason": "43643 is a specific AutoConfig trust_remote_code field-loss bug; 45020 is a broader remote_code regression umbrella, not the same concrete failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen/Gemma-style loading with DeepSpeed/weight issues, but the concrete errors and code paths are different." + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FineGrainedFP8 failure are unrelated model/runtime bugs." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue vs Gemma4 PLE device mismatch; unrelated implementation bugs." + "reason": "MPS histogram op failure in MoE and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared underlying change is clear." + "reason": "Qwen3VL weight_only load error and GLM5 loading are not the same bug." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "ImportError for a model class vs bitsandbytes Int8Params constructor incompatibility; unrelated." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and flash-attn2 fallback gating are unrelated." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Tokenizer-loading failure for a specific model vs flash-attn2 fallback gating; different subsystems." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to bitsandbytes Int8Params incompatibility." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model loading failures, but they affect different models and have different concrete errors." + "reason": "glm-4v-9b load failure and Molmo missing all_tied_weights_keys are different model-specific problems." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote_code regressions vs Gemma4 device-map mismatch; different bugs." + "reason": "Generic remote_code regression and Gemma4 device-map forward mismatch are different failure classes." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping/model-registration edge case vs broad remote_code regressions; not the same issue." + "reason": "Tokenizer mapping-name failure in add-new-model-like is not the same as remote_code loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch under auto sharding; different code paths." - }, - { - "left": "issue:45081", - "right": "issue:45399", - "accept": false, - "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks; unrelated." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "LoRA compatibility across hf4.x/hf5.x vs a warning about tie_word_embeddings; not the same bug." - }, - { - "left": "issue:45715", - "right": "issue:46315", - "accept": false, - "reason": "Both are tokenizer performance regressions, but one is ids-to-tokens and the other tokens-to-ids; different functions and likely different fixes." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both are DeepSeek tokenizer problems, but one is a LlamaTokenizer pre-tokenizer override issue and the other is a separate DeepSeek-Coder v1 output regression tied to a prior PR gap." + "reason": "Remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are different bugs." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:43742", + "right": "issue:45399", "accept": false, - "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer codec issue; too different to merge." + "reason": "MobileLLM key error and flash-attn2 fallback blocking are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Most of the summary is grounded and the false-pair rejections are conservative. However, the accepted 45920\u219446489 soft edge is too strong for the packet: the titles show related DeepSeek tokenizer regressions, but the evidence does not establish the same root cause or a clear duplicate/mergeable bugfix. Keep that pair conservative as a likely-but-unproven similarity, so I can\u2019t accept the cluster as summarized." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -1472,13 +1577,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 5, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -1496,7 +1601,6 @@ "issue:43596", "issue:43638", "issue:43716", - "issue:43742", "issue:43792", "issue:43827", "issue:43828", @@ -1520,7 +1624,7 @@ "issue:45305", "issue:45313", "issue:45325", - "issue:45399", + "issue:45488", "issue:45584", "issue:45588", "issue:45663", @@ -1529,17 +1633,18 @@ "issue:45902", "issue:45923", "issue:46402", + "issue:46489", "issue:46515" ], "soft_pairs": [ - "issue:43742|issue:45399", + "issue:45488|issue:46489", "issue:43827|issue:44509", "issue:43404|issue:43950", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43792|issue:44220", - "issue:36331|issue:41093", "issue:42947|issue:45923", + "issue:36331|issue:41093", "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:43940|issue:45313", @@ -1553,202 +1658,238 @@ "issue:43596|issue:46515", "issue:44530|issue:44863", "issue:43366|issue:43828", - "issue:45325|issue:45902", "issue:43638|issue:46515", + "issue:45325|issue:45902", "issue:43366|issue:43531", "issue:45663|issue:45823", - "issue:44155|issue:45584", "issue:43716|issue:44560", - "issue:43950|issue:45834", - "issue:43366|issue:44589" + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834" ], - "prepared_review_unit_hash": "6500ccc079c9542cd491f5df8d72cd22e1d711615f5e8799ed3e4064118b2f80", + "prepared_review_unit_hash": "beb343bbb7497e3d03d52453a1b1be484b87e3617d0aee0f75f8064bb6bdc92c", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36667, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, spanning unrelated loading, training, audio, and model-specific bugs. The clear duplicate subgroups supported by the titles are the v5 docs/pipeline-removal reports, the `_is_hf_initialized` loading incompatibility reports, and the generic mask-shape IndexError reports. No single canonical issue fits the whole cluster.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the cluster because it contains several distinct bug families; the only clear duplicate subgroups are 43827/44509, 43872/44291, and 41093/44805.", + "summary": "Mostly a loose topical cluster of issue-like reports; only a few pairs look like true duplicates (docs pipeline removal, _is_hf_initialized/init_empty_weights, and the mask/tensor shape mismatch). The rest share broad subsystem or model-family similarity but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44805 is the most generic and later report of the recurring mask/tensor shape mismatch, so it is the best duplicate target among the issues.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is too mixed for one representative, though 44509, 44291, and 44805 each cleanly represent their respective duplicate subgroups.", + "best_issue_reason": "It states a model-agnostic failure mode clearly and broadly enough to subsume the earlier variant report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:45488", + "right": "issue:46489", "accept": false, - "reason": "Different failures: tokenizer/key loading vs flash-attn fallback gating." + "reason": "Both are tokenizer regressions in the DeepSeek family, but they describe different tokenizer-path failures and are not clearly the same concrete bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same underlying v5 docs cleanup: removed pipeline tasks still referenced in documentation." + "reason": "Same docs regression: pipeline task references removed in v5 and need the same documentation cleanup." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Unrelated model tie-weight bug vs non-persistent buffer corruption regression." + "reason": "One is an lm_head tying bug in Mistral3, the other is a from_pretrained buffer regression; different code paths and symptoms." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` constructor-arg incompatibility when loading with init-empty/init weights." + "reason": "Same underlying _is_hf_initialized/init_empty_weights incompatibility causing the TypeError during model loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different issues: FP8 config failure vs bitsandbytes/_is_hf_initialized incompatibility." + "reason": "Different failures: Qwen3Moe FP8 config issue versus bitsandbytes Int8Params argument mismatch." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both touch Whisper/audio code, but the titles do not establish the same concrete bug." + "reason": "Both involve Whisper audio loading, but the titles point to different failing functions and no shared concrete bug is evident." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different bugs: trainer signature mismatch vs tensor-mask shape mismatch." + "reason": "Both mention gradient checkpointing, but one is a LoRA ineffectiveness report and the other is a missing model flag on a trust_remote_code variant." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA effectiveness and the other is a missing support flag." + "reason": "Unexpected compute_loss kwarg versus mask/tensor shape IndexError are unrelated failures." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are weight conversion vs gradient averaging." + "reason": "Both touch DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different bugs." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but for different models and different failure modes." + "reason": "Different tokenizer issues on different models; one is a bad error message, the other is a load failure." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Same broad ZeRO-3 area, but different Qwen variants and different missing-weight reports." + "reason": "Both are Qwen-family ZeRO-3 loading problems, but the affected model variants and failure descriptions differ enough that they do not clearly share one code-path bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for unrelated architectures." + "reason": "Unrelated model-loading failures for GLM-4.7-Flash versus NemotronH checkpoints." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different code paths: RLHF NaNs from position ids vs flash-attention s_aux handling." + "reason": "A Qwen3.5 RLHF/SDPA numerical issue is not the same as the flash_attention AttributeError on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask-shape IndexError signature; likely the same underlying bug report." + "reason": "Same shape-mismatch IndexError pattern; 44805 is the broader later report of the same mask/tensor length bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Related video-input regressions, but the titles point to different symptoms and models." + "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression and the other is a specific StopIteration in embedding handling." }, { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "Unrelated GGUF architecture support vs float8 storage lookup error." + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/load problems for different models; no shared underlying bug is clear." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different checkpoint-loading failures in unrelated model families." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight-dimension error versus void segmentation-map preprocessing error are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3 init index error and torch version incompatibility are different issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Different rotary/position-id bugs in different model families." + "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different problems: ZeRO-3 empty-indexing crash vs torch version incompatibility." + "reason": "Same rejection as the other Zero3/torch-version pair: different bug classes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen variants, but one is a video rope-index bug and the other is an uninitialized-memory issue after to_empty materialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different subsystems: GGUF architecture support vs sliding-window logic." + "reason": "Different Qwen/gpt-oss feature requests or bugs; not the same concrete change." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but FSDP2 shared-state rebuilding and device-map mismatch are distinct bugs." + "reason": "Same Gemma4 family, but one is an FSDP2 shared_kv_states bug and the other is a device-mapping mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image preprocessing dtype mismatch is unrelated to the Qwen3-vl-embedding video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio inference issues: track leakage vs empty-transcription generation failure." + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription handling are different problems." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "gpt-oss GGUF support and missing Float8 storage are unrelated." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Unrelated from_pretrained buffer regression vs OCR long-input index error." + "reason": "Different bugs in different model components; only superficial Qwen family similarity." }, { "left": "issue:43366", - "right": "issue:43589", + "right": "issue:44589", "accept": false, - "reason": "No such pair in the cluster; if meant 43531, it is still unrelated to GGUF support." + "reason": "Duplicate of the earlier rejection: unrelated model-support versus storage-type error." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Different bugs: architecture support vs float8 storage type lookup." + "reason": "Different model-loading failures with no shared code-path indicated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is mostly conservative, but the writeup is internally inconsistent: it marks 43872/44291 as a duplicate pair in the soft verdicts, yet the best-issue/canonical summary says the only strong duplicate subgroups are the docs and mask-shape pairs and says \u2018at most\u2019 only 43827/44509 and 41093/44805. That omits a clearly supported duplicate pair from the packet. Please align the summary with the accepted soft-edge verdicts and keep the duplicate claims limited to what the titles actually support." + "accept": true, + "feedback": "The summary stays grounded in the packet and is conservative overall. The three accepted soft-edge pairs are well supported by the titles, and the remaining pairs are mostly rejected without overclaiming. The canonical issue choice around issue:44805 is also reasonable based on the repeated mask/tensor shape mismatch wording." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1756,13 +1897,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 6, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -1816,17 +1957,17 @@ "issue:46515" ], "soft_pairs": [ - "issue:44560|issue:45685", "issue:44683|issue:46515", + "issue:44560|issue:45685", "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:44560|issue:44918", "issue:42617|issue:43366", - "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:36010|issue:42915", + "issue:45812|issue:46489", "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", @@ -1840,225 +1981,249 @@ "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:41720|issue:42915", - "issue:46459|issue:46512", "issue:42915|issue:44756", + "issue:46459|issue:46512", "issue:44451|issue:44488", "issue:42491|issue:45276", "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:44488|issue:44991", "issue:43644|issue:43645", + "issue:44488|issue:44991", "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "6dd3c2bb8dcdc6c2cd2a17158edb443351c86346a8c3a2886ebfa5c9821bd3f4", + "prepared_review_unit_hash": "deff9612c69109a9d51c5ac75979e8d953f5eaeddbfeaafc466054b9f6096e50", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37641, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "serialized_chars": 37650, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous Transformers v5 regression cluster, with a few clear duplicate pairs around custom-model init, SigLIP2 output corruption, and non-persistent buffer handling.", - "confidence": 0.36, - "canonical_issue_reason": "43632 is the broadest framework-level regression in the set (_is_hf_initialized / v5 initialization behavior) and is the best umbrella representative for the cluster, even though many other items are model-specific outliers.", + "summary": "Mostly a mixed Transformers v5 regression cluster, with only a few true duplicate/near-duplicate pairs: SigLIP2 output/mismatch reports, custom model init in notebooks, non-persistent buffer junk, and one pair of similar BERT loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the clearest concrete regression with a direct near-duplicate (44534) and a narrow, well-defined failure mode, making it a good anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43632 is the clearest high-signal root-cause-style report; the others are mostly narrower symptoms or unrelated model-specific regressions.", + "best_issue_reason": "issue:43644 is the best single issue to keep because it is specific, reproducible, and has the strongest duplicate signal among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Different failures in different subsystems: Qwen3-VL video embedding StopIteration vs an MPS histogram int support error." + "reason": "Different code paths: compiled flex_attention vs a torch 2.4.1 compatibility complaint." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Both are torch compatibility issues, but they concern different versions and code paths (compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility)." + "reason": "Different models and failures: Qwen3-VL video StopIteration vs an MPS histogram/int limitation in moe code." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export breakage for a specific class vs a meta-device loading regression; not the same bug." + "reason": "Both are loading-related, but they involve different models and distinct failure modes." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and meta-device loading are distinct code paths and symptoms." + "reason": "Qwen3Moe FP8 failure and meta-device model loading are separate bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers 5 custom-model initialization regression; the notebook case looks like a subset of the general bug." + "reason": "Same custom-model initialization regression in Transformers v5; the notebook wording is just an environment-specific variant." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/kernel failures: SDPA torch.compile issue vs flash-attention illegal-memory-access on Qwen3.5." + "reason": "Different model families and different mechanisms: torch.compile SDPA vs flash-attention position_ids handling." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Unrelated symptoms: video embedding StopIteration vs TRL SFT unpacking failure." + "reason": "Both mention Qwen, but the reported failures are different code paths and symptoms." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different topics entirely: a 3d_parallel script failure vs GGUF gpt-oss support." - }, - { - "left": "issue:45812", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but on different model families and likely different tokenizer code paths." + "reason": "Unrelated issues: running a script vs adding GGUF support for a new architecture." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device_map forward mismatch is unrelated to a torch 2.4.1 compatibility report." + "reason": "Device-mismatch during forward and a torch-version incompatibility are not the same bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES logic is unrelated to Gemma4 device placement during forward." + "reason": "Tokenizer-mapping logic and Gemma4 device placement are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video embedding StopIteration and mask-shape IndexError are different bugs." + "reason": "Different failures: a Qwen3-VL video/embedding problem vs a generic mask/index shape error." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model family and same broken-output symptom; these look like the same underlying regression." + "reason": "Same SigLIP2 bad-output regression; both describe incorrect inference results for the same model family." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Initialization-flag regression vs a long-input OCR index error are different failures." + "reason": "The _is_hf_initialized flag regression and a Kosmos2.5 OCR index error are different bugs." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they target different models and likely different validation rules." + "reason": "Both are config-loading failures, but they target different models and different validation paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed zero3 indexing with BertModel is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "DeepSpeed ZeRO-3 zero-sized tensors and tokenizer-mapping behavior are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel initialization bug is unrelated to the tokenizer mapping regression." + "reason": "Bert zero3 init IndexError is not the same as the tokenizer-mapping issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and a mask/tensor shape mismatch are unrelated." + "reason": "Different problems: tokenizer mapping vs tensor/mask shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Offload loading failure and Strix Halo mmap OOM are different memory-related problems with different causes." + "reason": "Offload/dequantized-model loading and Strix Halo mmap OOM are separate memory/loading issues." }, { "left": "issue:38175", "right": "issue:39692", - "accept": false, - "reason": "Both mention SigLIP2, but 39692 bundles docs mismatch plus quantization failure, so it is not clearly the same concrete bug as zero-probability outputs." + "accept": true, + "reason": "Same SigLIP2 family regression; the docs-example mismatch looks like another manifestation of the same broken model/processor path." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are near-exact duplicates: both report non-persistent buffers being filled with junk in Transformers v5." + "reason": "Near-identical non-persistent-buffer junk regression; the titles describe the same concrete bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA qwen3_moe compatibility across HF versions is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "LoRA compatibility for qwen3_moe and BitNet packed-weight loading are different code paths." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device_map cuda assert and Qwen3Moe FP8 failure are different bugs." + "reason": "Qwen3 auto device mapping cuda assert and Qwen3Moe FP8 failure are separate issues." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Both are dtype-related, but one is ignored dtype during composite checkpoint loading and the other is stale config dtype after from_config; distinct issues." + "reason": "FP8 config failure and mmap OOM are unrelated." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "Qwen3Moe FP8 failure and mmap/OOM mitigation on Strix Halo are unrelated." + "reason": "Both concern dtype handling, but one is ignored loading dtype and the other is stale config metadata after from_config." }, { "left": "issue:44451", "right": "issue:44488", + "accept": true, + "reason": "Very similar loading regression reports for related BERT models; both say the current/latest version cannot load them." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings are different bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are unrelated model-specific issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-key regression are different operations and bugs." + }, + { + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both are generic model-loading failures, but the titles do not show the same concrete underlying bug or code path." + "reason": "GraniteMoEHybrid invalid method and the Nemotron example breakage are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk and notebook custom-model initialization are different regressions." + "reason": "The buffer-junk regression is distinct from the notebook-specific custom-model initialization breakage." }, { "left": "issue:39692", "right": "issue:43994", - "accept": false, - "reason": "SigLIP2 docs/example problems with an extra quantization failure are not clearly the same concrete bug as the nonsensical output regression." + "accept": true, + "reason": "Both point to the same SigLIP2 inference regression; the docs example and nonsensical outputs appear to stem from the same model/processor mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The accepted soft pairs are plausible duplicates or near-duplicates (custom-model init, SigLIP2 output corruption, non-persistent buffers), and the rejected pairs mostly differ by model family, subsystem, or code path as stated. No pair looks overclaimed enough to reject." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is well supported by the clearly duplicated non-persistent-buffer reports, and the accepted soft-edge pairs are framed as same-family or near-duplicate regressions rather than exact matches. No clear overstatement stood out." }, "evaluator_used": true, "retried": false, @@ -2069,13 +2234,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 7, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -2128,14 +2293,14 @@ "issue:46468" ], "soft_pairs": [ - "issue:43708|issue:44075", "issue:43856|issue:43873", + "issue:43708|issue:44075", "issue:43854|issue:43931", "issue:43856|issue:44387", "issue:43257|issue:43854", "issue:42491|issue:45292", - "issue:44960|issue:46050", "issue:42491|issue:43931", + "issue:44960|issue:46050", "issue:45488|issue:45812", "issue:45362|issue:45406", "issue:44164|issue:44291", @@ -2143,40 +2308,40 @@ "issue:44910|issue:45588", "issue:43404|issue:43454", "issue:43425|issue:43957", - "issue:41720|issue:44155", "issue:44402|issue:44488", + "issue:41720|issue:44155", "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:43873|issue:44387", - "issue:36010|issue:39404", "issue:45663|issue:45759", + "issue:36010|issue:39404", "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44387|issue:44756", "issue:44292|issue:44912", "issue:44155|issue:45823", "issue:43957|issue:44756", - "issue:42947|issue:43381", "issue:43335|issue:45663", + "issue:42947|issue:43381", "issue:44863|issue:46468", - "issue:45685|issue:46468", "issue:45276|issue:45292", + "issue:45685|issue:46468", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "3da5f2413c1c4fc255830c18258bfaf382a1036fcdef7508555dafd22193d5d1", + "prepared_review_unit_hash": "4af1c15e26d0677baebaaa3f4db59c8b60a1d25ad2e6a6f34034170b3ef0352f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37368, + "serialized_chars": 37367, "estimated_input_tokens": 9342, "estimated_eval_tokens": 18940 }, @@ -2185,243 +2350,248 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster of mostly unrelated, model-specific bugs. I don\u2019t see any soft pair that looks like the same underlying change/bug, so there are no duplicate-worthy merges here. I\u2019d keep one broad, active quantization/offloading report as the cluster anchor.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the broadest and most central open report in the set, with multiple inbound references and a quantization/offloading theme that loosely overlaps several nearby reports. It is still not a true duplicate of the others, but it is the best representative anchor for this cluster.", + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated bugs across loading, quantization, checkpointing, tokenizer, and model-specific regressions. The only near-duplicate signal I see is the resize_token_embeddings/output_embeddings reports, where one issue is a generic statement and one is a specific Gemma4 manifestation.", + "confidence": 0.52, + "canonical_issue_reason": "Issue #45292 is the most general description of the resize_token_embeddings regression, making it the best umbrella issue among the close matches.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue to retain as the representative because it is active, broadly scoped, and already attracts related references. It is not a merge target for the other issues, just the most suitable cluster head.", + "best_issue_reason": "#45292 is the cleanest representative because it states the core symptom without model-specific noise, so it best anchors the duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Trainer checkpoint-resume/max_steps math is unrelated to SGD optimizer arguments." + "reason": "Different problems: MoE training memory usage vs quantization/offload behavior." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Different bugs: MoE training memory usage vs quantization/offloading behavior." + "reason": "Unrelated training-step resume math vs optimizer argument handling." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes." + "reason": "Different model-loading failures and different models; no shared code-path indicated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory regression." + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training and the other is int4 CUDA reserved memory in Transformers 5.x." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is not the same as GLM-4.7 test loading failures." + "reason": "Different loading paths and symptoms: MoE weights conversion under accelerate/deepspeed vs GLM-4.7 test loading." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to generic resize_token_embeddings output-embedding propagation." + "reason": "LoRA hf4.x vs hf5.x incompatibility is unrelated to resize_token_embeddings/output_embeddings." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "GLM5 model-loading issue is different from quantized-sinq save/load corruption." + "reason": "Distinct issues: LoRA compatibility regression vs Qwen3-VL shape mismatch." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Different model families and different problems: LoRA compatibility vs weight-shape mismatch." + "reason": "Both concern model save/load, but the models and failure modes are different and not clearly the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer regression for Granite is not the same as missing/incorrect token IDs for DeepSeek V3/R1 due to pre-tokenizer handling." + "reason": "Both tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id mapping." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crashes and Gemma4 serve processor attribute error are separate code paths and models." + "reason": "Different components: transformers chat crash vs serve crash in Gemma4Processor." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling is distinct from init_empty_weights/_is_hf_initialized argument handling." + "reason": "Different load/save bugs: extra_state handling vs unexpected _is_hf_initialized argument." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings regressions, but they affect different architectures and different subcomponents." + "reason": "Same symptom family, but different model families and nested embedding targets; not enough evidence of one underlying bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash Attention illegal memory access on Qwen3.5 is unrelated to s_aux=None crashes in flash_attention integration." + "reason": "Different flash-attention failures with different triggers and tensors." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they affect different model classes and code paths." + "reason": "Both are weight-tying bugs, but they affect different model implementations and likely need separate fixes." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility is a version issue, not the same as meta-device loading breakage." + "reason": "No meaningful overlap beyond generic version/loading incompatibility." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to AudioFlamingo3 track-embedding leakage." + "reason": "Both are tokenizer/vocab loading complaints, but they point to different models and likely different root causes." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Tokenizer vocab-size out-of-range model metadata is not the same as a specific model load failure." + "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference leakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc example errors are documentation/model-use issues, not GLM5 checkpoint loading." + "reason": "SigLIP2 doc example errors are unrelated to GLM5 model loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to apex FusedRMSNorm memory leak." + "reason": "Gradient checkpointing/PEFT bug is unrelated to T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading not working with quantization is a different failure mode from increased CUDA reserved memory under int4 quantization." + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are different underlying problems." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "ImportError for GenerationMixin is not the same as Whisper return_language pipeline regression." + "reason": "Different model families and failures: FSDP2 shared_kv_states vs composite Qwen config unwrapping." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to composite Qwen multimodal config unwrapping." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is distinct from mmap/OOM behavior on Strix Halo." + "reason": "init_empty_weights argument mismatch is unrelated to mmap OOM avoidance." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 attention state rebuild bug is unrelated to Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Different Qwen/Gemma subsystems and distinct failure modes." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 reserved-memory growth is not the same as mmap-induced OOM on Strix Halo." + "reason": "int4 CUDA reserved memory OOM is not the same as disabling mmap on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to MXFP4 loading falling back to bf16." + "reason": "Model-load type error and MXFP4 quantization fallback are different bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 embedding leakage is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is a different mechanism from mmap-related OOM." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Meta-device model loading breakage is unrelated to Strix Halo mmap OOM." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation at zero sparse layers is unrelated to Gemma4 FSDP2 attention state handling." + "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state rebuild." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "NemotronH checkpoint-loading failure is different from the broken official Nemotron example." + "reason": "Different gradient-checkpointing failures: PEFT LoRA ineffective vs eval-mode disallowed." }, { - "left": "issue:45685", + "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support error in MoE is unrelated to the Nemotron example loading problem." + "reason": "NemotronH checkpoint loading and official example breakage are related only by model name, not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings regression; #45292 is the generic form and #45276 is a model-specific manifestation." + }, + { + "left": "issue:45685", + "right": "issue:46468", "accept": false, - "reason": "Both are resize_token_embeddings issues, but one is Gemma4-specific and the other is a generic output_embeddings complaint; not clearly the same bug." + "reason": "MPS histogram Int error is unrelated to Nemotron example loading." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling is unrelated to mmap disabling for OOM avoidance." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly supported near-duplicate is issue:45276 with issue:45292, where the latter is the more generic resize_token_embeddings/output_embeddings report. The other soft pairs are reasonably rejected as different bugs based on their titles, and no PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 8, "review_unit_count": 54, "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-10000-463", "nodes": [ + "issue:36032", "issue:39404", "issue:42796", "issue:43381", "issue:43425", + "issue:43452", "issue:43611", "issue:43645", "issue:43646", @@ -2461,27 +2631,26 @@ "issue:45701", "issue:45812", "issue:45823", - "issue:46050", "issue:46315", "issue:46326", "issue:46491" ], "soft_pairs": [ - "issue:42796|issue:46326", "issue:44479|issue:44877", "issue:43854|issue:45216", - "issue:45684|issue:45698", "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:42796|issue:46326", "issue:45588|issue:45663", "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:45292|issue:45335", "issue:43828|issue:43957", - "issue:44402|issue:44451", "issue:43425|issue:43828", - "issue:46315|issue:46491", - "issue:45812|issue:46315", + "issue:44402|issue:44451", "issue:44589|issue:44756", + "issue:45812|issue:46315", + "issue:46315|issue:46491", "issue:44683|issue:45823", "issue:39404|issue:45701", "issue:43611|issue:43645", @@ -2492,233 +2661,226 @@ "issue:44479|issue:44805", "issue:44265|issue:44898", "issue:44589|issue:45084", - "issue:39404|issue:44912", "issue:43901|issue:44509", "issue:43425|issue:44918", - "issue:43906|issue:46326", - "issue:46050|issue:46326", - "issue:43994|issue:44079" + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "d02ad04170094ca8ec86f0825c95684cabf4102ce32efb6b1107be05ad5e0bfe", + "prepared_review_unit_hash": "ab82a61c10ffdc7ab4d73514c0d088aa3db4fd94027091ae8c120f59d18b2698", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36516, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions; only one soft pair looks like a true duplicate around `resize_token_embeddings` not updating output/decoder embeddings. Everything else is too broad or a different concrete failure mode.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report; issue:45335 looks like the same bug manifested in t5gemma\u2019s `decoder.embed_tokens`.", + "summary": "Most items are separate model/tokenizer/loading regressions rather than true duplicates. The only clear same-bug pair is the resize_token_embeddings propagation issue: 45292 and its T5Gemma-specific report 45335.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the broadest, clearest statement of the resize_token_embeddings bug and cleanly subsumes the model-specific reproduction in issue:45335.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the clearest general statement of the only real duplicate pair in the set, and best represents the shared resize/embedding bug.", + "best_issue_reason": "issue:45292 is the best representative issue because it describes the underlying bug generally, while 45335 is a narrower variant.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42796", - "right": "issue:46326", - "accept": false, - "reason": "Different tokenizer bugs: BPE-marker handling vs `continue_final_message` behavior." - }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config loading are unrelated failures." + "reason": "Different regressions: one is a video-input behavior change for Qwen VL models, the other is strict config blocking granite_speech loading." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "One is a model-loading test failure; the other is a `save_pretrained` regression for Qwen3.5 checkpoints." + "reason": "Both involve model loading, but they are different models and failure modes: unit-test loading of GLM-4.7 vs a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing in eval mode vs RLHF NaN explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation and wrong custom-module loading are separate `save_pretrained` problems." + "reason": "Both touch save/load custom-model workflows, but one is about file permissions during save_pretrained and the other about loading the wrong custom module after saving." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaNs from 3D `position_ids`." + "reason": "Both mention tokenizers, but the first is a BPE-marker handling bug and the second is continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Both touch attention code, but the crash conditions and code paths are different." + "reason": "Different code paths and symptoms: flash_attention sink-less handling vs Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` step \u0917\u0923ation." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init and `extra_state` save/load are different bugs." + "reason": "Both involve custom-model workflows, but one is notebook initialization and the other is save/from_pretrained extra_state handling; not the same bug." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resizing token embeddings fails to propagate to the output/decoder embeddings." + "reason": "Same underlying bug: resize_token_embeddings not propagating correctly to output embeddings, with 45335 being a T5Gemma-specific manifestation." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both mention dtype mismatches, but they involve different models and execution paths (`autocast` vs `torch.device('meta')`)." + "reason": "Both are device/dtype-related loading problems, but they occur under different triggers (autocast vs meta device) and appear to be distinct bugs." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Tokenizer vocab-size inconsistency vs model loading failure are not the same defect." + "reason": "Torch version incompatibility is too broad to merge with a specific autocast dtype mismatch bug; different failures." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Torch 2.10 compatibility breakage is an environment issue, not the same as a model-specific autocast dtype mismatch." + "reason": "Both are tokenizer/model-loading complaints, but one is vocab-size/token mismatch and the other is a separate ScandiBERT loading regression." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Tokenizer performance regression and round-trip space loss are different bugs." + "reason": "Completely different problems: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Silent Granite token-ID regression is not the same as slow `convert_tokens_to_ids` behavior." + "reason": "Same subsystem but different impact: incorrect token IDs vs performance regression in convert_tokens_to_ids." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Missing float8 storage and mmap OOM on Strix Halo are unrelated." + "reason": "Different tokenizer regressions: performance slowdown on added tokens vs leading-space round-trip correctness on CodeLlama." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 PLE device mismatch are different code-path problems." + "reason": "Unrelated: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device-mismatch during forward." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenizer-version changes are unrelated." + "reason": "Both mention tokenization/pipeline behavior, but the Whisper pipeline issue and a generic version-changes-tokenization report are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 custom-model regressions, but they describe different breakages and likely different fixes." + "reason": "Both are about custom models, but one is base_model_prefix loading and the other is custom model initialization in notebooks; different failure modes." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is not the same as a Gemma4 forward device mismatch." + "reason": "Torch incompatibility and device-mapping mismatch are separate issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch are distinct issues." + "reason": "Different regressions: a Torch compatibility problem vs an image preprocessor/model dtype mismatch in Mistral-3." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear-attention crash and template-node compile errors are unrelated." + "reason": "Different low-level errors: PagedAttentionCache invalid group type vs compile non-template-nodes TypeError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + "reason": "The isolated reproduction of an older issue and the Qwen3.5 PagedAttentionCache crash are not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are different failures." + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` problems are unrelated to Perceiver resize/interpolation failures." + "reason": "Different areas and triggers: torch.export/torch_compilable_check vs Perceiver interpolation failure." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compilation of non-template nodes are different bugs." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + "reason": "No shared underlying code path; one is a storage-object lookup failure and the other is a compile-time node-type error." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different deprecated/changed APIs." + "reason": "Both are docs-related, but one is stale TextClassificationPipeline docs and the other is removed pipeline-task docs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + "reason": "TensorFlow/Torch compatibility is unrelated to the Qwen3.5 embedding unpacking issue." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "A reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` bug." + "reason": "Different problems: Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Quantized checkpoint save/load regression and tokenizer message-continuation behavior are different problems." + "reason": "Model-specific inference quality issue vs ModelOutput key assignment bug; distinct layers of the stack." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "SigLIP2 wrong outputs and `ModelOutput` key assignment are unrelated." + "reason": "Tokenizer add_special_tokens conflict and gguf_file/from_pretrained loading breakage are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet. The one accepted pair, issue:45292 vs issue:45335, is strongly supported by the near-identical resize_token_embeddings failure description, and the false-pair rationales stay within what the titles support. The summary is appropriately cautious overall." + "feedback": "The summary is grounded in the packet and stays conservative. The rejected soft pairs are mostly clearly different bugs by title, and the accepted 45292/45335 pair is a plausible same-bug / narrower-variant match around resize_token_embeddings propagation." }, "evaluator_used": true, "retried": false, @@ -2729,13 +2891,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 9, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -2751,7 +2913,6 @@ "issue:43299", "issue:43404", "issue:43421", - "issue:43452", "issue:43541", "issue:43582", "issue:43596", @@ -2762,6 +2923,7 @@ "issue:43646", "issue:43716", "issue:43856", + "issue:43906", "issue:43931", "issue:44164", "issue:44451", @@ -2774,14 +2936,13 @@ "issue:44683", "issue:44737", "issue:44756", - "issue:44811", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45584", "issue:45759", "issue:45859", + "issue:46050", "issue:46178", "issue:46285", "issue:46326", @@ -2789,264 +2950,239 @@ "issue:46489" ], "soft_pairs": [ - "issue:36032|issue:43452", - "issue:44671|issue:44991", "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:46050|issue:46326", + "issue:43906|issue:46326", "issue:43596|issue:44683", "issue:44164|issue:45759", "issue:44991|issue:45081", "issue:43856|issue:44756", "issue:44164|issue:44479", "issue:42796|issue:43404", - "issue:44462|issue:46489", - "issue:39404|issue:44671", "issue:44488|issue:45081", + "issue:39404|issue:44671", "issue:44661|issue:44683", "issue:44488|issue:44987", - "issue:32090|issue:39404", + "issue:44462|issue:46489", "issue:43611|issue:43644", + "issue:32090|issue:39404", "issue:44737|issue:45859", - "issue:46285|issue:46402", "issue:43716|issue:45084", + "issue:46285|issue:46402", "issue:43582|issue:43632", "issue:36032|issue:42915", - "issue:40990|issue:43421", "issue:43643|issue:44530", + "issue:40990|issue:43421", "issue:44451|issue:44987", - "issue:34567|issue:40444", "issue:43541|issue:45084", "issue:42175|issue:46178", + "issue:34567|issue:40444", "issue:42915|issue:44530", - "issue:44811|issue:45584", - "issue:43644|issue:43646", - "issue:40444|issue:46326" + "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "0b27a96d0b571cb4c5495fdd44e8a220923942ad9c48cbe3288345cd6d3aa6e8", + "prepared_review_unit_hash": "c037b7900d6423dccba749b6690dc79f7da614f16aad45013665265084e616d1", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37027, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "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 v5 regressions, tokenizer/model-loading bugs, and a few performance/runtime issues. I don't see any pair that clearly represents the same underlying bug or change, so no soft edges should be merged.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster's main theme: Transformers v5 loading regressions. It is the best anchor for this heterogeneous set, even though the cluster is not a true duplicate group.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers v5 regressions, especially model/tokenizer loading and initialization bugs. I did not find any soft pair that looks like a safe duplicate merge candidate.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest, most representative v5 regression in the set, covering custom model initialization rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the most globally representative issue because it captures the broad v5 model-loading breakage that many of the other issues loosely resemble, whereas the rest are narrower or clearly unrelated.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is broad and central to the v5 initialization regressions, even though it is not a duplicate of the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "T5 tokenizer construction error vs gguf_file / from_pretrained loading breakage; different code paths and symptoms." + "reason": "Both are Qwen3-VL loading failures, but one is a MoE loading regression and the other is a specific weight-shape mismatch; not clearly the same concrete bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for a specific model; not the same defect." + "reason": "Different models and symptoms: CamemBERT masked-LM prediction regression vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage and mistral_common continue_final_message behavior are unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Both involve Qwen3-VL-ish loading, but one is a dev-version loader break and the other is a weight-shape mismatch; too different to merge." + "reason": "An isolated reproduction of a prior issue is not the same as a tokenizer chat-template bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel init crash vs torch>=2.9 flex_attention compile failure; unrelated subsystems." + "reason": "DeepSpeed ZeRO-3 init indexing error and compiled flex_attention failures are unrelated runtime problems." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; different initialization/persistence problems." + "reason": "Both involve save/load or config handling, but extra_state persistence and text_config unwrapping are different bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs Mistral regex patch crash; different model families and bug mechanisms." + "reason": "Both are tokenizer loading issues, but they affect different models and different failure mechanisms." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage vs disabling mmap on Strix Halo to avoid OOM; both are memory-related but not the same issue." + "reason": "One is Qwen3 MoE training memory inefficiency; the other is mmap OOM on Strix Halo hardware." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state bug vs video input regression in Qwen VL models; distinct paths." + "reason": "Extra_state serialization and a video-input regression in Qwen VL models are not the same issue." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE marker bug vs Mistral3 lm_head weight tying bug; not the same code path." + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are separate model bugs." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs DeepSeek-Coder tokenizer output regression; related area, but different concrete failures." + "reason": "Two different tokenizer-loading regressions for different repositories; no shared concrete code-path is evident." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression vs CamemBERT masked-LM prediction bug; unrelated." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer load failure for sleng-bert vs Mistral regex patch crash; different bugs." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like mapping bug vs flex_attention compilation failure; unrelated." + "reason": "Tokenizer-mapping-name edge case and torch>=2.9 flex_attention compilation failure are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Tokenizer loading for a specific model vs loading physical-intelligence/fast regression; not the same defect." + "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + "reason": "Tokenizer repository loading issues for different models; too little evidence they share one bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions, but not one bug." + "reason": "Both are v5 regressions around model loading/initialization, but base_model_prefix handling and non-persistent buffer junk are distinct failures." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "XLNet positional encoding CPU placement bug vs Qwen3_5Moe CPU-offload incompatibility; different symptoms and fixes." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "CLIP text model structure inconsistency vs Sam3 text encoder weights not loaded; separate model-specific loading issues." + "reason": "Both mention device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding CPU-offload compatibility are different bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch vs template compilation TypeError; unrelated." + "reason": "Image preprocessor dtype mismatch in Mistral-3 and a template compilation TypeError do not appear to share a code path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-structure/loading regressions in v5, but CLIP text model structure inconsistency and Sam3 text encoder weights not loading are different problems." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag regression; not the same bug." + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer load-time error vs Qwen3 MoE FineGrainedFP8Config failure; different models and failure modes." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "High perplexity on a model benchmark vs runtime special-token/post-processor update behavior; unrelated." + "reason": "Tokenizer special-token name conflict and Qwen3MoE FP8 config failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache invalid group type; completely different code paths." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache invalid group type on Qwen3.5 are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Two different model-loading regressions, but not the same underlying bug or shared fix path." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "TrainerState token counter not updating vs multimodal iterable dataset failure; unrelated." + "reason": "Both are model loading regressions, but they affect different models with no clear shared failure mode." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral dynamo tracing grouped_mm error vs template compilation TypeError; different subsystems." + "reason": "Torch dynamo grouped_mm tracing failure and non-template-node compilation failure are different compiler errors." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow backend in torch install vs undefined tensorflow_text backend mapping entry; related packaging area, but different errors." + "reason": "Missing tensorflow in a torch-only install and an unmapped tensorflow_text backend error are related only at a very high level, not the same bug." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8Config failure vs Qwen3.5 PagedAttentionCache crash; distinct model/runtime problems." + "reason": "TrainerState token count tracking and Qwen2.5-VL iterable multi-image finetuning are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens bug vs empty-transcription generation failure after align_special_tokens; not the same issue." + "reason": "Qwen3MoE FP8 training failure and Qwen3.5 PagedAttentionCache crash are different Qwen-family issues with different code paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization are both initialization regressions, but they are not the same concrete bug." - }, - { - "left": "issue:44451", - "right": "issue:46326", - "accept": false, - "reason": "Generic model load failure for ScandiBERT vs mistral_common continue_final_message bug; unrelated." - }, - { - "left": "issue:44987", - "right": "issue:46489", - "accept": false, - "reason": "Physical-intelligence/fast loading failure vs DeepSeek-Coder tokenizer regression; both tokenizer/model loading problems, but different code paths and fixes." - }, - { - "left": "issue:45081", - "right": "issue:46489", - "accept": false, - "reason": "Mistral regex patch crash vs DeepSeek-Coder tokenizer incorrect output; unrelated model families and mechanisms." + "reason": "Both are v5 init regressions, but the former is about non-persistent buffer contents and the latter is a broader custom initialization failure; not enough evidence they are the same concrete bug." } ] }, @@ -3060,20 +3196,20 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 10, "review_unit_count": 54, "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-10000-463", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:41720", + "issue:40444", "issue:42915", "issue:43089", "issue:43262", @@ -3100,12 +3236,12 @@ "issue:44451", "issue:44464", "issue:44466", - "issue:44479", "issue:44488", "issue:44534", "issue:44589", "issue:44610", "issue:44683", + "issue:44811", "issue:44849", "issue:44987", "issue:44991", @@ -3115,34 +3251,36 @@ "issue:45325", "issue:45357", "issue:45507", + "issue:45584", "issue:45987", - "issue:46315", "issue:46326" ], "soft_pairs": [ + "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:44849|issue:45325", "issue:44464|issue:45987", "issue:43262|issue:43377", "issue:43746|issue:46326", - "issue:43645|issue:44534", "issue:43646|issue:44534", + "issue:43645|issue:44534", "issue:44403|issue:45081", - "issue:43404|issue:44466", "issue:43883|issue:44991", + "issue:43404|issue:44466", "issue:42915|issue:45084", + "issue:44849|issue:45325", "issue:43994|issue:44610", "issue:43377|issue:43819", "issue:28530|issue:34567", "issue:43322|issue:43540", - "issue:44987|issue:45081", "issue:44451|issue:45081", + "issue:44987|issue:45081", "issue:43089|issue:45987", "issue:42915|issue:44291", "issue:44265|issue:44610", @@ -3150,249 +3288,240 @@ "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:45216|issue:45357", - "issue:44991|issue:46315", - "issue:42915|issue:44589", - "issue:44479|issue:45325", - "issue:36032|issue:41720" + "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "fc62819dc6858ae1d5aab468185e571476b56870fa83f051bc636cafe847c2db", + "prepared_review_unit_hash": "bcbde2544c53fdfc9b6283939f27f379662c1340f4cea9552a19eaa9a970d423", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38041, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "soft_pair_count": 33, + "serialized_chars": 37691, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: most items are different bugs in different models/subsystems, so I only accepted the two pairs that look like true duplicates. The strongest duplicate signals are the audio feature-extraction regression and the Qwen3.5 save_pretrained regression.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45081 is the clearest concrete bug with a specific failing code path and multiple inbound references; among this otherwise broad set, it is the best single issue anchor for the tokenizer/loading-regression subgroup.", + "summary": "Most items are unrelated issue reports; the only clear duplicate-like edge is the Qwen3.5 save_pretrained regression pair (45216/45357). The rest share broad subsystems at most, but not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the broader original regression report for Qwen3.5 checkpoint saving; issue:45357 is a narrower later symptom of the same save_pretrained serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the most actionable and well-supported issue in the set: it has a precise repro, a specific failing helper (`_patch_mistral_regex`), and several references. It is still not a great global canonical for the whole cluster because many other items are unrelated.", + "best_issue_reason": "issue:45216 is the best representative issue because it states the underlying regression most generally and predates the follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; different bugs." + }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both describe the same audio feature-extraction regression around `_torch_extract_fbank_features()` / `LasrFeatureExtractor` and an unsupported `center` argument." + "accept": false, + "reason": "Both are audio/frontend failures, but one is an unsupported center arg in LasrFeatureExtractor and the other is a _torch_extract_fbank_features() issue; not the same code path." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different bugs: missing `all_tied_weights_keys` on Molmo vs loading `cjvt/sleng-bert` failing." + "reason": "Both are load failures, but one is a missing all_tied_weights_keys attribute and the other is a specific model loading failure; too different." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different domains and failure modes: multi-image iterable dataset finetuning vs mistral_common continue_final_message tokenizer behavior." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Both involve loading, but one is a T5 tokenizer method-name conflict and the other is a custom-model/Jupyter initialization regression." + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in Jupyter." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both are GGUF-related, but they target different failure modes and different APIs/models." + "reason": "Both mention GGUF loading, but one is a broad gguf_file/from_pretrained regression while the other is a specific Qwen2.5-GGUF failure; not enough to treat as the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "One is device-map/offload dequantized loading, the other is a Qwen2.5-GGUF v5 loading failure; not the same bug." + "reason": "One is device_map/offload dequantized-model loading; the other is GGUF loading in v5. Different issues." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different code paths: template-node compilation error vs GraniteMoEHybrid calling an invalid method." + "reason": "Different failures: template-node compilation vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-5 loading regressions, but they affect different models and different load paths (model vs tokenizer)." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen3.5/Qwen2.5-VL issues, but one is output_hidden_states behavior and the other is rope/position-id scaling." + "reason": "Both are v5 loading regressions, but they affect different models and likely different tokenizer/model-loading paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different problems: chunked generation inconsistency with compiled forward vs StaticCache returning the wrong type." + "reason": "Chunked generation inconsistency and StaticCache return-type contract are related to generation internals but not the same concrete bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is batch-vs-single MIMI encoder padding-mask handling." + "reason": "Audio processor chat-template sample-rate default vs MIMI batching/padding-mask mismatch are distinct." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different failure modes: PEFT local-checkpoint loading vs `continue_final_message` on mistral_common tokenizers." + "reason": "PEFT local-checkpoint loading and continue_final_message tokenizer behavior are unrelated." }, { - "left": "issue:43645", + "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom-model initialization in notebooks is not the same as non-persistent buffers being filled with junk." + "reason": "General custom model initialization regression vs non-persistent buffer junk filling; different bugs." }, { - "left": "issue:43646", + "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "General custom-model initialization regression vs buffer serialization corruption; unrelated root causes." + "reason": "Notebook-specific custom-model init breakage is not the same as non-persistent buffer initialization corruption." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary logging/noise during loading is unrelated to the Mistral regex crash." + "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Both mention tied `lm_head` weights, but one is a model-specific untied-weight bug and the other is a device-dependent serialization inconsistency." + "reason": "Different model loading failures with no clear shared concrete defect." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Unrelated issues: missing tied-weight metadata on Molmo vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Both touch lm_head/tied weights, but one is an untied-weight bug in a specific model and the other is device-dependent serialization inconsistency; not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to template-node compilation errors." + "reason": "FP8 config failure and template compilation error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs with different symptoms and code paths." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision bugs: nonsensical SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo input-size mismatch are different vision issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both affect audio/codecs, but one is padding-mask support in MIMI and the other is missing STE behavior in DAC." + "reason": "MIMI padding-mask batching bug vs DAC from_latents/STE mismatch are different audio-model problems." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping/metric selection is unrelated to `num_input_tokens_seen` not updating." + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated Trainer issues." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + "reason": "Segmentation fault loading Llava Next models and video-input ValueError in Qwen3OmniMoe are distinct multimodal failures." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model loading bugs; the shared version and loading context are too broad to be duplicates." + "reason": "Different tokenizer/model loading problems affecting different models." }, { - "left": "issue:44451", + "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both are load failures, but for different models and different failure mechanisms." + "reason": "Different regressions: physical-intelligence/fast loading vs Mistral tokenizer regex patch crash." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is not the same as StaticCache returning a tensor instead of an int." + "reason": "Generation performance overhead and StaticCache API return type are not the same bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different initialization/loading failures: FP8 config issue vs unexpected `_is_hf_initialized` argument." + "reason": "Qwen3Moe FP8 failure and init_empty_weights _is_hf_initialized TypeError are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Export/check-pointing utility failure vs processor image-size mismatch; unrelated bugs." + "reason": "torch.export/export compilation failure and processor output-size mismatch are unrelated." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction is unrelated to compiled flex_attention failures." + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different issues." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer attribute conflict vs key error loading a specific model; not the same bug." + "reason": "Tokenizer special-token conflict and MobileLLM-125M key error are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken constructor argument collision is unrelated to the physical-intelligence/fast loading failure." + "reason": "AddedToken keyword conflict and model loading failure for physical-intelligence/fast are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "These are the same Qwen3.5 `save_pretrained` checkpoint-key regression, with 45357 describing the continued incorrect visual encoder keys in a later version." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer-loading regression vs a performance regression in `convert_tokens_to_ids`; different bugs." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up on incorrect visual encoder keys." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different low-level errors: Qwen3MoE FP8 config failure vs missing Float8 storage type." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen VL-family regressions, but one is a video-input bug and the other is still-image temporal position scaling; not the same concrete defect." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map CUDA assertion are unrelated." + "reason": "Both mention FP8, but one is a model/config failure and the other is a generic Float8 storage lookup TypeError; not clearly the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The two accepted pairs are the only ones that reasonably read as same-bug duplicates from the packet, and the summary avoids overclaiming about the rest of the heterogeneous cluster. The chosen canonical issue is defensible as the best anchor among the loading/tokenizer regressions." + "feedback": "The summary is grounded in the packet and stays conservative: most pairings are correctly treated as broad-subsystem similarities rather than duplicates, and the only accepted edge (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression with a narrower follow-up symptom. No overstatement of evidence is apparent." }, "evaluator_used": true, "retried": false, @@ -3403,18 +3532,19 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 11, "review_unit_count": 54, "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-10000-463", "nodes": [ "issue:33666", "issue:35707", + "issue:36032", "issue:40444", "issue:40990", "issue:41553", @@ -3423,7 +3553,6 @@ "issue:42796", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43425", @@ -3441,6 +3570,7 @@ "issue:44291", "issue:44403", "issue:44462", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", @@ -3449,272 +3579,272 @@ "issue:44829", "issue:44877", "issue:44991", - "issue:45081", "issue:45325", "issue:45357", "issue:45479", - "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:46315", "issue:46402", "issue:46491" ], "soft_pairs": [ + "issue:44479|issue:45325", + "issue:44991|issue:46315", + "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:43611|issue:44534", "issue:43632|issue:44756", + "issue:43611|issue:44534", "issue:43296|issue:43531", "issue:40444|issue:45325", - "issue:42796|issue:43746", "issue:45812|issue:46491", + "issue:42796|issue:43746", "issue:43792|issue:44589", "issue:44403|issue:44991", - "issue:33666|issue:40444", "issue:43632|issue:44534", + "issue:33666|issue:40444", "issue:43381|issue:45923", - "issue:40990|issue:44811", "issue:44079|issue:45663", "issue:44291|issue:44589", - "issue:43421|issue:44568", + "issue:40990|issue:44811", "issue:43482|issue:45538", - "issue:35707|issue:40444", "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:35707|issue:40444", "issue:43317|issue:43856", "issue:42175|issue:45542", "issue:41553|issue:43582", "issue:43818|issue:46402", - "issue:44079|issue:44534", "issue:43531|issue:44291", - "issue:44462|issue:45812", + "issue:44079|issue:44534", "issue:44829|issue:45479", "issue:43818|issue:45357", - "issue:43377|issue:45491", - "issue:41720|issue:45081" + "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "fcac4b7faf71af941b838362900358585a8b0bb67debde990b92e37b48621f31", + "prepared_review_unit_hash": "7921d5935ded9b4c423a9a4f74f3f16357230d714347f768d57d1513d406c32d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37141, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "soft_pair_count": 32, + "serialized_chars": 37364, + "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: mostly unrelated model-loading, tokenizer, and training regressions that only share vague similarity around Transformers v5 and Qwen/VL/tokenizer topics. I found one clear duplicate pair (42175 \u2194 45542); the rest are not safe merges.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43611 is the broadest, most representative regression in the set: a general Transformers v5 model-loading breakage around `base_model_prefix`, which best matches the cluster\u2019s loose theme of loading regressions.", + "summary": "Mostly heterogeneous issue cluster with one likely duplicate pair around AutoTokenizer/tokenizer.json loading for Granite models. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45812 is the broadest and most representative tokenizer regression here, with family-wide impact and references that make it the best anchor for the duplicate pair with 44462.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best overall cluster anchor because it is a clear, general compatibility regression rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 45812 is the strongest cluster representative: it describes a broad, user-visible v4\u2192v5 tokenizer regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen-VL area, but one is a broad multi-model video regression and the other is a specific still-image rope-index scaling bug; not the same concrete issue." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but one is load failure and the other is a performance regression in convert_tokens_to_ids; different bugs and fixes." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated subsystems: T5 tokenizer attribute conflict vs Qwen3 CUDA assert during auto device mapping." + }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Granite speech config loading." + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs strict config blocking granite_speech config loading." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "One is a Torch version incompatibility; the other is noisy logging during model load." + "reason": "Torch version compatibility issue vs noisy load-time logging; no shared underlying bug." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both are v5 regressions, but they affect different loading paths (`base_model_prefix` vs non-persistent buffers)." + "reason": "Different code paths: HF init flag regression vs Apple Silicon mmap/OOM behavior." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Unrelated failures: `_is_hf_initialized` init logic vs mmap OOM on Strix Halo." + "reason": "Both are v5-related, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different Qwen-family issues with different symptoms and code paths." + "reason": "Different model families and failure modes; PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is finetuning/multi-image batching and the other is temporal position scaling." + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is temporal position-id scaling; not the same concrete defect." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Different model families and failures: tokenizer BPE marker handling vs PEFT checkpoint loading." + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite token IDs vs CodeLlama space round-trip)." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and distinct symptoms." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs missing Float8 storage; no common bug." + "reason": "Whisper runtime failure vs a float8 storage lookup TypeError; no shared bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noisy loading message vs tokenizer load failure for a specific model." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both mention Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image failure." + "reason": "Load-time noise report vs tokenizer load failure; unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions with different root causes and symptoms." + "reason": "Distinct v5 regressions: one about initialization flags, the other about buffer contents." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is not the same as a missing capability flag." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training reports, but the failure modes differ substantially (multi-GPU training vs multi-image dataset finetuning)." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Completely unrelated: perplexity evaluation issue vs Whisper batch_decode behavior." + "reason": "Eval-mode gradient checkpointing issue vs missing supports_gradient_checkpointing flag on trust_remote_code variant; different problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 attention state rebuild bug." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different loading failures: `_is_hf_initialized` argument mismatch vs Float8 storage lookup." + "reason": "Different loading/runtime failures with different root causes; not the same issue." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor sync and the other is add_special_tokens BOS/EOS behavior." + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF v5 loading failure vs CLIPTokenizer model_max_length issue." + "reason": "GGUF loading failure vs CLIPTokenizer model_max_length constant; unrelated." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Different generation/training bugs with no shared concrete code path." + "reason": "Different model/config loading failures with no shared concrete code path." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor syncing and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer; too different to merge confidently." + }, + { + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Different model/config failures: GGUF loading vs missing `pad_token_id`." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning in Qwen2.5-VL." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different memory/load issues: device_map offload load failure vs MoE training memory inefficiency." + "reason": "Device-map/offload loading bug vs Qwen3 MoE training memory usage; different root causes." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Same underlying bug: TensorFlow backend is missing in the torch-only install path, producing the undefined tf backend error." + "accept": false, + "reason": "Both touch TF backend packaging, but one is missing TensorFlow in a torch extra and the other is an undefined backend error when only tensorboard is installed; not the same bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad Voxtral tokenizer error message vs Apple Silicon TypeError in allocator warmup." + "reason": "AutoTokenizer error messaging vs Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model-specific loading bugs: Video-LLaVA weights/temporal attention vs Sam3Model text encoder weights not loading." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "Different issues: ModelOutput key handling vs v5 non-persistent buffer initialization." + "reason": "Video-LLaVA tower architecture issue vs Sam3Model text-encoder weight loading; different models and failures." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs init_empty_weights argument mismatch." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized errors." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both are AutoTokenizer regressions, but they concern different failures and models." + "reason": "ModelOutput key bookkeeping and buffer initialization/junk are unrelated regressions." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training bugs: flash_attention_3 degeneration vs zero-loss single-label classification edge case." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different visual-model bugs: missing temporal attention/shared weights vs incorrect save_pretrained keys." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both are batching/masking-related, but they affect different models and symptoms." + "reason": "Both mention degenerate training, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1; different bugs." }, { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Different bugs: Qwen3 device-mapping cuda assert vs Mistral tokenizer regex patch crash." + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Likely the same AutoTokenizer/tokenizer.json regression: 44462 reports the repository tokenizer.json being ignored, and 45812 is the Granite-model symptom of wrong token IDs from that path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The anchor choice and summary are grounded in the packet, and the soft-edge decisions stay conservative. The only accepted pair (42175 \u2194 45542) is well supported by the issue titles, while the other pairs are reasonably treated as distinct bugs rather than safe merges." + "feedback": "Grounded overall. The cluster is correctly characterized as mostly heterogeneous, and the single accepted pair is stated conservatively enough as a likely duplicate around AutoTokenizer/tokenizer.json behavior for Granite models. No PRs are present in the packet." }, "evaluator_used": true, "retried": false, @@ -3725,13 +3855,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 12, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -3746,6 +3876,7 @@ "issue:42915", "issue:43262", "issue:43296", + "issue:43377", "issue:43454", "issue:43482", "issue:43550", @@ -3773,31 +3904,32 @@ "issue:44877", "issue:44898", "issue:45072", + "issue:45081", "issue:45325", "issue:45381", + "issue:45491", "issue:45584", "issue:45701", "issue:45800", "issue:45823", - "issue:45834", - "issue:46209", - "issue:46305", - "issue:46315" + "issue:45834" ], "soft_pairs": [ + "issue:43377|issue:45491", + "issue:41720|issue:45081", "issue:43644|issue:44079", - "issue:40444|issue:45381", "issue:43611|issue:43646", "issue:44265|issue:45072", "issue:43749|issue:44079", - "issue:45325|issue:45381", "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:45325|issue:45381", "issue:43792|issue:43957", "issue:43994|issue:44898", - "issue:42796|issue:45381", "issue:43454|issue:44466", "issue:45325|issue:45834", "issue:42915|issue:43482", + "issue:42796|issue:45381", "issue:43632|issue:45072", "issue:43701|issue:45325", "issue:44291|issue:44877", @@ -3808,236 +3940,234 @@ "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", - "issue:42796|issue:46209", - "issue:35707|issue:41720", "issue:43881|issue:44488", - "issue:39692|issue:40444", - "issue:44186|issue:44265", + "issue:35707|issue:41720", "issue:43454|issue:43550", "issue:43606|issue:43819", - "issue:41720|issue:45823", - "issue:46305|issue:46315" + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "3dc781720dfcce2bb879bbff046f5ffdeaff0fc1d327fee60e2dc27a14951280", + "prepared_review_unit_hash": "cb13ea899160a2a13b55affbeeb203b774ae4c77faae9c2a85a4660858637e52", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37204, - "estimated_input_tokens": 9301, - "estimated_eval_tokens": 18858 + "serialized_chars": 37319, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 }, "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 Transformers/model-regression themes. I found one plausible duplicate edge in the Qwen2.5-VL video-position-id regression; the rest look distinct.", - "confidence": 0.33, - "canonical_issue_reason": "issue:44479 is the best umbrella report for the Qwen2.5-VL video-input position-id regression; it is broader than the narrower follow-up report in issue:45381.", + "summary": "The set is mostly a collection of distinct model-/tokenizer-/runtime-specific issues. I did not find any soft pair that clearly describes the same underlying bug or a PR-sized shared fix.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression in the set: a Transformers v5 loading failure tied to model initialization/compatibility. It is a better anchor than the many narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue in the only clearly overlapping subgroup and is the most actionable umbrella for that bug family.", + "best_issue_reason": "issue:43611 is the best representative issue because it captures a general Transformers v5 loading breakage, while most other items are specialized variants or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Different bugs: non-persistent buffer junk vs ModelOutput key assignment." + "reason": "Both involve batching/padding behavior in multimodal/sequence processing, but they affect different models and different failure modes." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: device-mapping CUDA assert vs tokenizer regex patch crash." + }, + { + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both are VL-related, but one is multi-image dataset handling and the other is video position-id computation." + "reason": "One is about non-persistent buffers being filled with junk; the other is ModelOutput key assignment. Different code paths." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both involve Transformers v5 loading, but the concrete failures differ (base_model_prefix vs custom model init)." + "reason": "Both are Transformers v5 loading/init regressions, but one is base_model_prefix handling and the other is custom model initialization. Too different to merge as one bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Export/compiler check failure is unrelated to bfloat16 dtype mismatch." + "reason": "torch.export with torch_compilable_check is unrelated to bf16 dtype mismatch in inference." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + "reason": "FSDP CPU-efficient loading and ModelOutput key assignment are unrelated." }, { - "left": "issue:45325", + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs a model load failure in vLLM. Different problem domains." + }, + { + "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Same model family, but still-image temporal position_ids and video vision_position_ids are not the same concrete bug." + "reason": "Both are Qwen2.5-VL multimodal issues, but one is finetuning with multiple images and the other is video position ids. Not the same bug." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Packaging/backend dependency issue vs model loading failure in vLLM." + "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video input regression. Close theme, different concrete failure." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are too vague to treat as the same bug." + "reason": "Whisper runtime failure vs meta-device loading regression. Different models and mechanisms." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision models and different failure modes." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen VL video positions." + "reason": "Different models and different symptoms: SigLIP2 nonsense outputs vs Perceiver non-default resolution failure." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is serialization inconsistency." + "reason": "Both touch lm_head/tied weights, but one is broken weight tying causing bad generation and the other is serialization inconsistency. Not the same fix." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Position-id scaling bug and Kosmos2.5 OCR index error are different failures." + "reason": "Qwen2.5-VL rope-index scaling issue vs Kosmos2.5 OCR long-input index error. Unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and different loading/config problems." + "reason": "Different models and different loading/quantization paths: FineGrainedFP8 vs GGUF loading." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id regression." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to dtype mismatch in inference." + "reason": "_is_hf_initialized flag regression is unrelated to bfloat16 dtype mismatch." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are different issues." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights arg and strict config loading are different issues." + "reason": "Unexpected init_empty_weights argument vs strict config loading failure. Different root causes." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression is unrelated to Gemma4 device-map mismatch." + "reason": "Video-input regression across Qwen models vs Gemma4 PLE device mismatch. Different models and code paths." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Model loading in vLLM vs torch/transformers version incompatibility are not the same bug." + "reason": "vLLM/PaddleOCR-VL load failure is unrelated to torch-transformers version incompatibility." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization-version change are unrelated." + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export export failure." + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures on torch_compilable_check." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and PEFT local checkpoint loading are different paths." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different problems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation." + "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer marker handling and FP8 inference on B200 are unrelated." + "reason": "Different models and symptoms: glm-4v loading failure vs sleng-bert loading failure." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different generation/device-mapping failures with no shared concrete code path." + "reason": "Progressive generation bug vs CUDA assert under auto device mapping. No shared underlying change." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/generation bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Different model-loading failures for different models." + "reason": "Bark CPU offload device mismatch and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/model mismatch and iterable-dataset multi-image failure are not the same bug." + "reason": "SigLIP2 docs/model-processor mismatch and Qwen2.5-VL multi-image finetuning are different issues." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes and torch.export failures are unrelated." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "Tied-weight loading/serialization issue vs SDPA compile failure are different." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch and DAC from_latents mismatch are unrelated." + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export and torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "cudaErrorAssert during auto device mapping is not the same as Gemma4 PLE forward device mismatch." - }, - { - "left": "issue:46305", - "right": "issue:46315", - "accept": false, - "reason": "Sliding-window mask off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 PLE device mismatch are different model/runtime failures." } ] }, @@ -4051,13 +4181,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 13, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -4075,14 +4205,11 @@ "issue:43317", "issue:43322", "issue:43377", - "issue:43404", "issue:43450", "issue:43454", "issue:43526", "issue:43550", "issue:43572", - "issue:43577", - "issue:43708", "issue:43720", "issue:43749", "issue:43873", @@ -4107,23 +4234,28 @@ "issue:45920", "issue:45923", "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", "issue:46402" ], "soft_pairs": [ + "issue:42796|issue:46209", + "issue:46305|issue:46315", "issue:43377|issue:44610", "issue:44568|issue:45920", - "issue:42796|issue:44977", "issue:43454|issue:45072", "issue:43257|issue:45923", "issue:43317|issue:43873", + "issue:42796|issue:44977", "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:43322|issue:46050", "issue:43454|issue:43720", "issue:43572|issue:45759", - "issue:41720|issue:43322", - "issue:43749|issue:44534", + "issue:43322|issue:46050", "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", "issue:44466|issue:45357", "issue:43526|issue:43883", "issue:26413|issue:28530", @@ -4133,229 +4265,227 @@ "issue:36331|issue:42617", "issue:36331|issue:42915", "issue:44877|issue:44991", - "issue:40990|issue:45701", + "issue:43065|issue:46402", "issue:43450|issue:45701", "issue:44186|issue:45072", - "issue:43065|issue:46402", + "issue:40990|issue:45701", "issue:43873|issue:44756", - "issue:43550|issue:43720", - "issue:43577|issue:43708", - "issue:43404|issue:45357" + "issue:43550|issue:43720" ], - "prepared_review_unit_hash": "b414571acf0b3580dbf3c2c0f896e6f9353b9180344ec55f2c31c819b1e5dda9", + "prepared_review_unit_hash": "34a58ff64cb5ef7c30907bf897c2354928cf2600ef8548eb2085fbd921ec2445", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36505, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "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 a grab-bag of unrelated bugs. There are a few loose theme overlaps (tokenizers, offloading/quantization, tied weights, resume_from_checkpoint), but none are strong enough to merge as duplicates with the evidence provided.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues; none of the suggested soft pairs look like true duplicates or mergeable PR-equivalents. The closest themes are tokenizer regressions, loading/offload bugs, and model-specific inference issues, but each pair targets a different code path or model family.", "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the broadest and most central open tracker for a tokenizer regression affecting multiple models, so it is the best umbrella representative within the weak tokenizer-related subset.", + "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, user-facing v5 tokenizer regression affecting multiple model families, which matches the most repeated theme in this cluster better than the more model-specific items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most generally useful and highest-signal issue here: it is broad, open, and already framed as a multi-model regression rather than a narrow single-model symptom.", + "best_issue_reason": "issue:45920 is the strongest standalone issue to keep because it is clearly described, high-impact, open, and broad enough to serve as the most useful anchor for a tokenizer-regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 B200 inference are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a sliding-window mask off-by-one in streaming audio; the other is a tokenizer performance regression in convert_tokens_to_ids." + }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve input-shape/batching problems, but one is a MIMI encoder padding-mask bug and the other is an OmDet-Turbo processor size mismatch; different code paths and symptoms." + "reason": "MIMI encoder padding-mask output mismatch and video processor batch-shape mismatch are different preprocessing/model-path failures." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but 44568 is about missing BOS/EOS on one tokenizer while 45920 is wrong token IDs across several models; not the same concrete bug." - }, - { - "left": "issue:42796", - "right": "issue:44977", - "accept": false, - "reason": "Different failures: BPE marker handling in a tokenizer versus Qwen3.5 generation with flash-attention." + "reason": "Both are tokenizer-related regressions, but one is about add_special_tokens not inserting BOS/EOS for a specific tokenizer, while the other is wrong token IDs across several models; not the same underlying bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "One is tied lm_head weights in a multimodal model; the other is a dtype mismatch in inference. No shared underlying defect." + "reason": "Weight tying/generation corruption in AyaVision is unrelated to dtype mismatch issues in bfloat16 inference." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are separate configuration/loading problems." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is a specific dequantized model load failure and the other is a broad offloading complaint; insufficient evidence of the same bug." + "reason": "Both mention offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader offloading regression; not the same concrete path." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation failure are unrelated model-specific issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are batching-related, but they hit different model families and different mechanisms (padding mask vs interpolation/resize behavior)." + "reason": "Different tokenizer/processor subsystems and different failure modes: batched-vs-single MIMI encoding versus LayoutLMv2 NER padding crashes." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity evaluation on one model is unrelated to gradient checkpointing effectiveness with PEFT LoRA." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Model-load segmentation faults and post-save quantization breakage are different problems with no clear common code path." + "reason": "High perplexity on a model benchmark and ineffective gradient checkpointing with LoRA are not the same code-path problem." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied-weight serialization bug versus packed-weight unpacking during accelerate loading; different subsystems and failure modes." + "reason": "AyaVision weight tying/generation bug and BitNet packed-weight unpacking during accelerate loading are unrelated model-loading issues." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "A missing config field in StableLm is unrelated to AutoModelFromConfig not unwrapping text_config for Qwen multimodal configs." + "reason": "A missing pad token config value and a from_config text_config unwrapping bug are different config-handling issues." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault while loading Llava Next and broken sinq quantized save/load are different failure classes and model paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both are model-loading/generation failures, but one is a Qwen auto-device-map CUDA assert and the other is a Llava Next segmentation fault; no concrete overlap." + "reason": "Failure to run 3d_parallel.py and Qwen3Moe FineGrainedFP8Config errors are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading is a runtime loading issue; non-persistent buffer junk is a different v5 state/buffer regression." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk-filling are both loading-related but not the same bug or fix." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "3d_parallel execution failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "A800 cudaErrorAssert with Qwen3 auto device mapping is a different issue from Llava Next segmentation faults." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve saving model weights, but one is tied lm_head serialization and the other is incorrect visual-encoder keys in Qwen3.5; distinct bugs." + "reason": "Inconsistent lm_head serialization by device and wrong visual encoder keys in Qwen3.5 save_pretrained are separate serialization regressions." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys on Molmo are unrelated model/processor bugs." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both involve Trainer behavior, but one is checkpoint resume/epoch iterator failure and the other is early stopping metric resolution; different logic paths." + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are different trainer control-flow issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but the failures are different: auto-device-map CUDA assert versus flash-attention generation corruption." + "reason": "Auto device-mapping cuda assert and flash-attention generation corruption are distinct Qwen3.5 failures." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b loading failure is unrelated to a tokenizer loading regression for a different model." + "reason": "glm-4v-9b loading failure and tokenizer loading failure for est-roberta are unrelated model/tokenizer problems." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM regression and an apex RMSNorm memory leak are separate performance/memory issues." + "reason": "int4 quantization OOM due to reserved memory growth and an apex RMSNorm memory leak are different performance/memory issues." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "A Trainer compute_loss signature change is unrelated to 3d_parallel failing to run." + "reason": "CustomTrainer compute_loss signature breakage and a 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwargs and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FineGrainedFP8Config failure are different trainer/model issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Strict config blocking granite_speech loading and tokenizer loading regression for est-roberta are different config/tokenizer problems." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "High perplexity on one model and a general tokenization-version-change report are not the same bug." + "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading in Sam3Model are separate Sam3 components and not clearly the same bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor shape issues and tokenization changes are unrelated." + "reason": "Video processor batch-shape bug and generic tokenization changes across versions are unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to dtype mismatches in bfloat16 inference." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding and bfloat16 dtype mismatch in inference are different subsystems." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different Sam3 issues." + "reason": "Perplexity on a model benchmark and tokenization changes across versions are too far apart to be duplicates." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading problems and disabling mmap on Strix Halo are different memory/offload concerns without a shared concrete bug." + "reason": "Quantization offloading behavior and disabling mmap on Strix Halo to avoid OOM are distinct memory/offload issues." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA in Bamba is unrelated to BitNet packed-weight loading." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Model dtype staying float32 on load is unrelated to incorrect max_steps calculation when resuming from checkpoint." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Both touch tied/serialized weights, but one is lm_head tying in Mistral3 and the other is wrong visual-encoder keys in Qwen3.5; not the same defect." + "reason": "torch.compile with SDPA on Bamba and packed-weight unpacking during accelerate loading for BitNet are unrelated bugs." } ] }, @@ -4369,13 +4499,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 14, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -4396,278 +4526,270 @@ "issue:43316", "issue:43317", "issue:43322", - "issue:43388", + "issue:43404", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", + "issue:43577", "issue:43606", "issue:43653", + "issue:43708", "issue:43720", "issue:43782", - "issue:43873", "issue:43881", "issue:44008", "issue:44186", "issue:44361", - "issue:44387", "issue:44423", "issue:44610", "issue:44671", "issue:44743", "issue:44898", "issue:44913", - "issue:45059", "issue:45161", + "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", - "issue:45704", "issue:45823", "issue:46291" ], "soft_pairs": [ - "issue:44008|issue:45823", + "issue:43577|issue:43708", "issue:41720|issue:42617", - "issue:44423|issue:45406", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43550|issue:43606", "issue:44186|issue:44610", "issue:44610|issue:44898", - "issue:43550|issue:43606", "issue:43295|issue:45701", "issue:42915|issue:43317", + "issue:44423|issue:45406", "issue:45632|issue:45684", "issue:36010|issue:42617", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:42915|issue:46291", - "issue:44671|issue:44743", "issue:28530|issue:33666", - "issue:44186|issue:44361", + "issue:44671|issue:44743", "issue:36331|issue:41720", + "issue:44186|issue:44361", "issue:43526|issue:43881", - "issue:43540|issue:43782", "issue:42915|issue:43322", + "issue:43540|issue:43782", "issue:43316|issue:44913", "issue:28530|issue:30064", - "issue:29159|issue:36032", "issue:33357|issue:35707", + "issue:29159|issue:36032", "issue:30064|issue:34634", - "issue:43388|issue:45059", "issue:43550|issue:43653", - "issue:43606|issue:43720", - "issue:43873|issue:45704", - "issue:44387|issue:45701" + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "bb9b272004682d06552d24961c4a26adde1004bb4dec9634a96da75ce8022733", + "prepared_review_unit_hash": "f21d4050ab7f6ce9059d66b634ff93938c3eb62c9740fb1c31039f2c99484219", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is loose and mostly centers on model loading/offloading, quantization, and a few tokenizer/processor regressions, but the soft pairs are not true duplicates. I would use the broad offloading/quantization issue as the representative anchor.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43873 is the broadest and most central representative of the shared offloading/quantization/device-placement theme, and it best fits the cluster\u2019s main recurring failure mode.", + "summary": "These issues are mostly unrelated standalone bug reports across different models, tokenizers, training, and serving paths. I do not see a single duplicate cluster or any soft-edge pair that clearly refers to the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster because it captures the widest common surface area across the nearby loading/offload regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both involve Gemma models, but one is a Gemma3n forward variable-name collision and the other is a Gemma4 PLE device mismatch; different bugs and code paths." + "reason": "Different subsystems: Blip2 dtype loading vs Trainer checkpoint resume/max_steps. No shared code-path or bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and failure to run 3d_parallel.py are unrelated failures." + "reason": "Different failure modes and contexts: Qwen3 auto device mapping CUDA assert vs running 3d_parallel.py." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained visual encoder key regression. Not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch. Different models and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Serve crashes on multimodal models and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + "reason": "Bamba torch.compile/SDPA failure vs Bark CPU offload device mismatch. Same broad area, but not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are separate issues." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs OmDet-Turbo processor resolution mismatch. Unrelated behavior." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-shape related, but they affect different models and different failure mechanisms." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Bamba torch.compile SDPA failure and Bark-small CPU offload device mismatch are unrelated model/runtime problems." + "reason": "Both involve image processing, but one is wrong input size and the other is interpolation failure on Perceiver. Different bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenizer behavior, but one is a processor/tokenizer regression and the other is a version-dependent tokenization change; not the same bug." + "reason": "One is a specific regression with processor.tokenizer/images; the other is a broad tokenization-version complaint. Too generic to merge." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct loading paths." + "reason": "Qwen3MoE FP8 failure vs dequantized model loading with device_map=auto. Different code paths and symptoms." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal serve crash due to str.to vs Gemma4Processor missing _tokenizer. Different processor/serving bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + "reason": "Cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained/register_for_auto_class. Unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and GPT-OSS MoE tensor-parallel failure are different issues." + "reason": "Qwen3 CUDA assert during auto device mapping vs GPT-OSS MoE tensor-parallel issue. Different problems." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx. Not duplicates." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 config failure and kernels import/version requirement failure are not the same bug." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3_5 recurrent-state reset are different model behaviors." + "reason": "Qwen3MoE FP8 issue is unrelated to kernels import/version-revision requirements." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping/eval metric handling vs Qwen2-VL multi-GPU training. No overlap in bug." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Two tokenizer bugs, but they affect different tokenizers and different failure modes." + "reason": "CamemBERT masked LM prediction issue vs Qwen3.5 recurrent state reset in cache handling. Different models and mechanisms." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage and Qwen3 device-mapping crash are unrelated." + "reason": "CustomTrainer compute_loss signature change vs CUDA assert in Qwen3 auto device mapping. Unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "BEiT label reduction and glm-4v-9b loading failure are different bugs." + "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, tasks, and failure causes." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both concern Qwen3 multimodal models, but one is a video-input ValueError and the other is a from_pretrained weight_only error." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure. No shared underlying defect." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated." + "reason": "Qwen3MoE FP8 failure vs Llava Next loading segfault. Different models and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3VL weight_only loading error. Same family, but not the same concrete bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue are separate configuration bugs." + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoXConfig rotary_pct reload regression. Different config fields and behavior." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric handling and void segmentation-map processing are unrelated." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency and T5 add_special_tokens name conflict are different tokenizer defects." + "reason": "Early stopping metric lookup vs image processor void segmentation map handling. Unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "CLIP MacOS bus error and progressive generation inputs_embeds/past_key_values issue are unrelated." + "reason": "MacOS bus error loading a CLIP model vs generation with inputs_embeds/past_key_values. Different areas entirely." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Void segmentation maps and BarkProcessor voice_preset failure are different components." + "reason": "General slow-vs-fast tokenizer inconsistency vs specific T5Tokenizer add_special_tokens conflict. Not the same underlying bug." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "gather_for_metrics label truncation and SAM3 text/bbox odd behavior are not the same underlying bug." + "reason": "Void segmentation-map processing vs BarkProcessor voice_preset support. No meaningful overlap." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba SDPA compile failure and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "Bamba torch.compile/SDPA failure vs BigBirdTokenizer mask token registration issue. Different code paths." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are both loading-related, but they are different code paths and failure modes." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantized offloading/OOM regression and T5 apex.FusedRMSNorm memory leak are unrelated." - }, - { - "left": "issue:44387", - "right": "issue:45701", - "accept": false, - "reason": "CUDA reserved-memory growth under int4 quantization and tokenization changes across versions are unrelated." + "reason": "Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading. Distinct problems." } ] }, @@ -4681,13 +4803,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 15, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -4697,20 +4819,21 @@ "issue:39692", "issue:41720", "issue:42490", - "issue:42886", "issue:43329", "issue:43381", + "issue:43388", "issue:43421", "issue:43531", "issue:43606", "issue:43653", "issue:43746", - "issue:43782", "issue:43844", + "issue:43873", "issue:43927", "issue:44062", "issue:44077", "issue:44368", + "issue:44387", "issue:44451", "issue:44492", "issue:44509", @@ -4719,259 +4842,258 @@ "issue:44589", "issue:44610", "issue:44625", - "issue:44843", "issue:44898", "issue:44918", "issue:44936", "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", "issue:45357", - "issue:45381", "issue:45406", "issue:45464", "issue:45479", "issue:45588", + "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:45923", "issue:46050", "issue:46402" ], "soft_pairs": [ - "issue:45406|issue:45464", + "issue:43873|issue:45704", + "issue:43388|issue:45059", + "issue:44387|issue:45701", "issue:41720|issue:43746", "issue:44492|issue:44509", "issue:45357|issue:46402", + "issue:45406|issue:45464", "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:42490|issue:43329", - "issue:34567|issue:35707", "issue:34634|issue:41720", + "issue:34567|issue:35707", "issue:44451|issue:44991", "issue:43531|issue:44589", - "issue:44077|issue:44625", "issue:45759|issue:45859", + "issue:44077|issue:44625", "issue:44625|issue:45479", "issue:44898|issue:45072", - "issue:44514|issue:44545", - "issue:45588|issue:45759", "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44514|issue:44545", "issue:44987|issue:45042", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:44918|issue:44936", - "issue:43421|issue:43927", "issue:43381|issue:43844", - "issue:43746|issue:46050", - "issue:43782|issue:45381", - "issue:42886|issue:44843", - "issue:45704|issue:45923" + "issue:43421|issue:43927", + "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "d8ce0565bd828697c865b79e1fc3f769458f8c14e04b99382a92a3cf8ee4ba63", + "prepared_review_unit_hash": "e73073b321205004ec5467d91b2d82159692a3caa4b950f26470bd1691c1fe83", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated Transformers issues spanning many models/subsystems. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44545 is the better canonical issue: it describes the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash as issue:44514 and has slightly more reference/activity context.", + "summary": "This cluster is mostly a grab-bag of unrelated bugs. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template reports with the same batched padding=False crash; all other soft pairs describe different code paths or different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue: it has the same title and failure mode as issue:44514, and slightly more evidence/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative issue because it is the clearest duplicate target for the shared Qwen2_5_VLProcessor.apply_chat_template crash and has marginally richer discussion signals.", + "best_issue_reason": "issue:44545 is the best representative issue for the one confirmed duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory/offload related, but one is a quantization offloading problem and the other is a T5/apex RMSNorm memory leak; different underlying bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms: metric gathering in Trainer vs SAM3 processor behavior with text/bounding boxes." + }, + { + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Different models and failure modes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat-completions failure." + "reason": "One is int4 quantization OOM/regression, the other is tokenization behavior changing across versions; not the same bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Both are model-loading/runtime bugs, but they affect different models and code paths (device mapping assert vs local checkpoint + PEFT loading)." + "reason": "Different models and failures: Qwen3 device-map cuda assert vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Unrelated documentation issues: a typo in cache strategies versus stale pipeline-task docs in v5." + "reason": "A typo in cache strategy docs is unrelated to stale docs mentioning removed pipeline tasks." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both mention config/weight loading, but they concern different models and different missing-key symptoms." + "reason": "Both involve multimodal model saving/loading, but one is Qwen3.5 visual encoder keys and the other is Sam3Model text encoder weights; not the same path." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different Qwen3 family issues: sliding-window behavior vs composite config text_config unwrapping." + "reason": "Sliding window behavior in Qwen3-MoE is a different issue from composite Qwen multimodal config unwrapping in from_config." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different subsystems entirely: CPU offload device mismatch vs tokenizer special-token registration." + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token decode are unrelated bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token counting bug are unrelated issues." + "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video token counting undefined-variable bug." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different components and failure modes." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." + "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they are model-specific and do not clearly share the same underlying defect." + "reason": "Both are model/tokenizer loading regressions, but they affect different models and likely different code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup error are unrelated." + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup error." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Optional post_init validation for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embeddings." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embedding forward." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation bug is distinct from degenerate zero-loss classification behavior." + "reason": "One is config propagation, the other is a training-loss degeneracy across sequence-classification models; not the same defect." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatch in bfloat16 inference are unrelated." + "reason": "Perceiver interpolation with non-default resolution is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to a model-specific load failure for ScandiBERT." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention s_aux=None crash is unrelated to Qwen3.5 multimodal config handling." + "reason": "Flash-attention s_aux=None crash is unrelated to Qwen multimodal config handling." }, { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken special-argument error is unrelated to model loading failure for ScandiBERT." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same reported crash: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different problems: model loading regression vs image processor unexpectedly requiring torchvision." + "reason": "Loading physical-intelligence/fast and PIL backend unexpectedly requiring torchvision are different problems." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings in Qwen LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision/documentation-ish issues, but the actual bugs differ: example mistakes vs processor/model image-size mismatch." + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are distinct documentation/model-processor mismatches." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRl SFT embedding unpacking crash is unrelated to evaluate-after-train failure." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Runtime post-processor updates and save/load loss of custom token IDs are different tokenizer/config bugs." + "reason": "Both involve training/eval, but one is SFT input-embedding unpacking and the other is trainer.evaluate() after train(); different bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and gradient growth with ZeRO-3 are not the same issue." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantization save/load breakage." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position-id bug are different multimodal failures." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient inflation are unrelated training issues." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading and the other is an unconditional model_info call in a regex patch." + "reason": "Runtime special-token post-processor updates and DiaConfig save/load token-ID loss are related to tokens but not the same bug." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "PEFT local checkpoint loading and sinq quantized save/load breakage are different serialization/loading problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet, and the only accepted duplicate pair is strongly supported by identical issue titles plus matching bug description. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level similarity alone." + "feedback": "The summary is well grounded in the packet. It correctly identifies the only clear duplicate pair (issue:44514 / issue:44545, same title and same batched padding=False crash) and the remaining soft-edge verdicts stay conservative, mostly distinguishing different subsystems or failure modes without overclaiming. No mergeability concerns apply here since this is an issue cluster." }, "evaluator_used": true, "retried": false, @@ -4982,22 +5104,23 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 16, "review_unit_count": 54, "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-10000-463", "nodes": [ "issue:30064", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", + "issue:42886", "issue:43295", - "issue:43322", "issue:43335", "issue:43421", "issue:43531", @@ -5012,6 +5135,7 @@ "issue:43720", "issue:43746", "issue:43756", + "issue:43782", "issue:43819", "issue:43873", "issue:43994", @@ -5019,19 +5143,17 @@ "issue:44062", "issue:44186", "issue:44220", - "issue:44361", "issue:44488", "issue:44661", "issue:44671", + "issue:44843", "issue:44877", "issue:44898", "issue:45072", "issue:45081", - "issue:45183", "issue:45356", - "issue:45479", + "issue:45381", "issue:45663", - "issue:45685", "issue:45704", "issue:45834", "issue:45859", @@ -5042,259 +5164,266 @@ "issue:46463" ], "soft_pairs": [ + "issue:45704|issue:45923", "issue:43531|issue:43645", "issue:45704|issue:45859", + "issue:43782|issue:45381", "issue:41720|issue:45704", - "issue:43421|issue:43653", + "issue:42886|issue:44843", "issue:46032|issue:46463", "issue:45663|issue:45923", + "issue:43421|issue:43653", "issue:43994|issue:44671", - "issue:43421|issue:44186", - "issue:43746|issue:43873", "issue:39692|issue:43873", - "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:43421|issue:44186", "issue:43596|issue:44220", + "issue:45081|issue:45356", "issue:30064|issue:36010", "issue:45356|issue:45907", - "issue:43540|issue:46294", "issue:43720|issue:43819", + "issue:43540|issue:46294", "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43295|issue:45834", "issue:43618|issue:43697", "issue:43550|issue:45072", "issue:44062|issue:44488", - "issue:43550|issue:44361", + "issue:43550|issue:43819", "issue:43540|issue:44008", "issue:44186|issue:44898", "issue:43531|issue:43643", "issue:43653|issue:43819", - "issue:43322|issue:45685", - "issue:45183|issue:45479", - "issue:43643|issue:44877", "issue:43335|issue:43756", - "issue:43550|issue:43819" + "issue:30064|issue:36331", + "issue:43643|issue:44877" ], - "prepared_review_unit_hash": "dd8f9aaeee05d18629cff5925cecccfe2e70b757294a46ba0d2d08802a96a703", + "prepared_review_unit_hash": "f3f1cc01c815bb659ae9389a2b09db81477b74de98a9693aee77ba590382375d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37732, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "soft_pair_count": 33, + "serialized_chars": 38017, + "estimated_input_tokens": 9505, + "estimated_eval_tokens": 19266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: many items are tokenizer/model-specific bugs that only share broad Transformer/theme wording, not the same underlying defect. I did not find any pair that is clearly the same bug/change, so I rejected all soft edges.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43421 is the best single anchor for the cluster because it is a broad tokenizer-backend correctness report and sits closest to several other tokenizer/special-token regressions, but the overall set is still not a true duplicate cluster.", + "summary": "The items span many unrelated bugs across tokenizer, vision, training, and model-loading code paths. None of the soft pairs look like confident duplicates, so there is no clear canonical issue or PR.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous and the soft pairs do not convincingly describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43421 is the most suitable representative to keep as the cluster anchor: it describes a core tokenizer infrastructure bug with the broadest overlap to nearby reports, even though the rest of the set is largely unrelated.", + "best_issue_reason": "No global best issue for deduping: none of the issues clearly subsumes the others as the same concrete problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: T5 Apex RMSNorm memory leak vs missing gradient-checkpointing flag in Nemotron." + }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Jupyter custom-model initialization regression." + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Unrelated code paths: T5 RMSNorm memory leak vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Both are model/runtime issues, but the concrete failures differ: T5 RMSNorm leak vs Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failure modes: Qwen3VL weight-only load error vs Qwen2.5-VL video vision_position_ids bug." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm leak." + "reason": "Completely different code paths: Qwen3 device-mapping CUDA assert vs T5 RMSNorm leak." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Both concern tokenizer special tokens, but one is runtime post-processor synchronization and the other is mask-token registration/empty decode; not the same bug." + "reason": "Both involve offline/tokenizer loading, but the reported bugs are not clearly the same concrete failure without stronger evidence." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message; no shared code path." + "reason": "Different subsystems: Mamba2 cache correctness vs T5 decoder-input validation error message." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to a missing support flag on a trust_remote_code variant." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Nemotron's missing gradient-checkpointing flag." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different models and different failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "Both touch special-token handling, but one is runtime post-processor updates and the other is BigBirdTokenizer registration/decoding." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both tokenizer-related, but one is special-token post-processor refresh and the other is LayoutLMv2 NER/padding crash." + "reason": "Different model regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." }, { - "left": "issue:43746", + "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "PEFT local-checkpoint loading vs quantization offloading behavior; not the same underlying bug." + "reason": "Documentation/example errors are not the same as quantization offloading failures." }, { - "left": "issue:39692", + "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Documentation/example errors are unrelated to quantization offloading correctness." + "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to quantization/offloading behavior." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a hard crash in _patch_mistral_regex while the other is a Kimi tokenizer regression with codec/warning issues; not clearly one bug." + "reason": "Both are tokenizer-related, but the bugs differ: runtime special-token updates vs LayoutLMv2 NER/padding crashes." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel ZeRO-3 initialization index error is unrelated to _torch_extract_fbank_features()." + "reason": "Zero-3/BertModel init failure is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related area, but different bugs: backend_tokenizer AttributeError vs codec-handling regression and warning text." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing failure is unrelated to the GenerationMixin import error." + "reason": "Image segmentation-map processing is unrelated to the GenerationMixin import error." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression with fix_mistral_regex is unrelated to hub file-listing forwarding of revision." + "reason": "Tokenizer-regex regression is unrelated to list_repo_files failing to forward revision." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Both are video-input issues, but they affect different models and different processing stages." + "reason": "Different issues: packed-weight loading for BitNet vs DAC STE mismatch in from_latents." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "BitNet packed-weight loading bug and DAC from_latents/forward mismatch are unrelated." + "reason": "Both are video-input reports, but they affect different models and concrete failure points." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; no overlap." + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction issue vs tokenizer mapping/model registration failure; different concerns." + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer regression is not the same as Kosmos2.5 long-OCR index error." + "reason": "Processor/tokenizer regression with images is not the same as Kosmos2.5 long-OCR index errors." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions field regression and RTDetrV2 output drift are distinct model behaviors." + "reason": "CLIP attentions missing and RTDetrV2 output drift are different vision regressions." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to bfloat16 dtype mismatch in other models." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword collision and sleng-bert loading failure are not the same defect." + "reason": "AddedToken keyword collision is not the same as loading a specific tokenizer/model failing." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer attribute failure." + "reason": "Different model bugs: Bamba torch.compile+SDPA vs DAC latent reconstruction mismatch." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different model families and different errors: video-input ValueError vs variable-name collision AttributeError." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma 3n's variable-name collision." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-size interpolation failure." + "reason": "Both involve model inputs, but one is tokenizer/padding and the other is Perceiver image resolution handling." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Special-token registration issue and DAC forward/from_latents mismatch are unrelated." + "reason": "BigBirdTokenizer special-token registration and DAC latent conversion are unrelated bugs." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Llava Next loading segfault is unrelated to the MPS histogram_int support error." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated configuration bugs." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Validation error messaging bug is unrelated to the degenerate zero-loss sequence-classification bug." + "reason": "Void segmentation-map processing is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict-config loading of granite_speech; not the same issue." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Sparse-layer creation bug in SwitchTransformers is unrelated to Smollm3 RoPE-layer dropping." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "torch.compile/SDPA failure and DAC latent mismatch are different code paths and bugs." + "reason": "Both concern config loading, but one is missing fields under trust_remote_code and the other is strict config rejection for granite_speech." } ] }, @@ -5308,22 +5437,21 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 17, "review_unit_count": 54, "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-10000-463", "nodes": [ - "issue:30064", "issue:34634", "issue:36010", - "issue:36331", "issue:39692", "issue:41720", + "issue:43322", "issue:43388", "issue:43421", "issue:43540", @@ -5356,221 +5484,222 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45183", "issue:45381", + "issue:45479", "issue:45584", + "issue:45685", "issue:45834", "issue:45987", "issue:46032", "issue:46291", - "issue:46294", - "issue:46463", "issue:46512" ], "soft_pairs": [ - "issue:30064|issue:36331", + "issue:43322|issue:45685", "issue:44843|issue:45081", "issue:41720|issue:44991", + "issue:45183|issue:45479", + "issue:44821|issue:45084", "issue:43716|issue:44008", "issue:43388|issue:46032", - "issue:44821|issue:45084", "issue:43950|issue:45987", - "issue:44448|issue:44671", "issue:39692|issue:45834", "issue:45584|issue:45834", + "issue:44448|issue:44671", + "issue:43582|issue:46512", "issue:44186|issue:44442", "issue:43644|issue:43749", - "issue:43582|issue:46512", - "issue:43421|issue:44811", - "issue:43540|issue:45381", - "issue:43782|issue:44977", "issue:43606|issue:45072", "issue:44485|issue:44509", - "issue:43577|issue:43818", + "issue:43540|issue:45381", "issue:34634|issue:36010", "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", "issue:44805|issue:44936", "issue:43825|issue:43994", - "issue:46294|issue:46463", + "issue:43421|issue:44811", "issue:44991|issue:46291" ], - "prepared_review_unit_hash": "c5fd950088f6a97d0e5b1654c9ac13e086364e56b9f30973071cc68d74d7d5b3", + "prepared_review_unit_hash": "420f190142065884b11089ace1f748980f0b0555b49289528b35889ec98c665d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34959, - "estimated_input_tokens": 8740, - "estimated_eval_tokens": 17736 + "serialized_chars": 35017, + "estimated_input_tokens": 8755, + "estimated_eval_tokens": 17766 }, "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 bug reports spanning model loading, dtype mismatches, tokenizer issues, video/vision regressions, and trainer problems. There is no strong duplicate set here; the only plausible canonical anchor is the broad from_pretrained/buffer-state regression theme.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43950 is the best representative of the broad loading/state-corruption subtheme: it is a core regression in from_pretrained affecting non-persistent buffers, with wide potential impact and clear root-cause style scope.", + "summary": "This cluster is mostly a false-positive grouping of distinct issue reports across unrelated models, tokenizer paths, dtype/device regressions, and docs. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the strongest standalone framework-regression report here: it is concrete, high-signal, and broadly impactful because it targets silent corruption of non-persistent buffers in Transformers 5.x.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest global triage candidate because it is severe, broadly applicable, and centered on a core API path rather than a model-specific edge case.", + "best_issue_reason": "issue:43950 has the clearest bug description and the broadest framework-level impact among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different failures in unrelated areas: image segmentation map handling vs a trainer method signature change." + "reason": "Different models and failure modes: Llava Next loading segfault vs MPS histogram op not implemented for Int." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but they are different bugs: unconditional hub access offline vs an AttributeError on a tokenizer object." + "reason": "Both touch Mistral regex handling, but one is offline hub access and the other is a tokenizer backend attribute crash; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated models and code paths: Qwen3 device-map CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Unrelated subsystems: Qwen3 auto device mapping CUDA assert vs tokenizer loading for a RoBERTa model." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Different bugs in different model code paths: dtype mismatch in image preprocessing vs a variable-name collision in Gemma3n forward." + "reason": "Both mention validation/sequence-classification behavior, but one is bad input validation messaging and the other is degenerate loss computation." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both concern generation/runtime correctness, but one is metric gathering on the eval path and the other is Mamba2 cache behavior during inference." + "reason": "Different code paths: image processor URL loading vs template compilation error." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different subsystems and failure modes: loading an image processor from URL vs a template compilation TypeError." + "reason": "Different models and bugs: image preprocessor dtype mismatch vs Gemma 3n variable-name collision in forward()." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Both touch cache/buffer-ish internals, but one is a from_pretrained buffer corruption regression and the other is a return-type contract issue in StaticCache." + "reason": "Different runtime areas: eval metric gathering truncation vs Mamba2 cache correctness with seq_len > 1." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Both are model-output regressions, but they affect different models and likely different code paths." + "reason": "Both involve contracts around buffers/return types, but one is buffer corruption on load and the other is a StaticCache length return-type issue." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs/example failures for SigLIP2 are not the same bug as a Kosmos2.5 long-OCR index error." + "reason": "Different models and symptoms: SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different domains and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR indexing." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer crashes in LayoutLMv2 are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-input indexing." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Both involve loading, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same underlying bug." + "reason": "Both are v4-v5 output regressions, but for different models and likely different root causes." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Tokenizer backend post-processor updates and Whisper batch_decode skip_special_tokens are different features with different failures." + "reason": "M4 AppleSilicon allocator warmup TypeError is unrelated to stale config.dtype after from_config()." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Both are video-input regressions, but they affect different Qwen variants and likely different preprocessing/position-id code paths." + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a different tokenizer class." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different Qwen3.5 issues: weight_only loading vs flash-attention generation behavior." + "reason": "Both are regression reports, but one is non-persistent buffer junk on load and the other is FSDP CPU RAM efficient loading breakage." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but they involve different models, environments, and inference paths." + "reason": "Different device/dtype problems in different model stacks; not the same bug." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation text about removed pipeline tasks." + "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are unrelated bugs." + "reason": "Both are video-input issues in Qwen variants, but they describe different failures and different affected model families; too broad to merge." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and a GenerationMixin import error are separate compatibility/load issues." + "reason": "BarkProcessor voice_preset behavior is unrelated to a GenerationMixin import error." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both mention input regressions, but one is a Qwen video-input v5.3 issue and the other is a Kosmos2.5 OCR index error." + "reason": "Qwen video input regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: from_pretrained weight_only error vs flash-attention generation failure." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch during indexing is unrelated to trainer.evaluate failing after train." + "reason": "Mask shape IndexError is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A pipeline error message regression is unrelated to a SigLIP2 model/pipeline output quality bug." + "reason": "Docs/error-message cleanup is unrelated to incorrect SigLIP2 model outputs." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are different model families and different bugs." + "reason": "TokenizersBackend post-processor update bug is different from Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and pipeline import failure due to kernels version requirements are unrelated." + "reason": "Tokenizer loading failure for one model is unrelated to importing transformers.pipelines under kernels v0.15." } ] }, @@ -5584,13 +5713,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 18, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -5600,7 +5729,6 @@ "issue:36331", "issue:42175", "issue:43262", - "issue:43329", "issue:43526", "issue:43577", "issue:43582", @@ -5634,226 +5762,227 @@ "issue:45372", "issue:45406", "issue:45538", - "issue:45600", "issue:45701", "issue:45987", "issue:46192", "issue:46209", "issue:46285", - "issue:46326" + "issue:46294", + "issue:46326", + "issue:46463" ], "soft_pairs": [ + "issue:46294|issue:46463", "issue:44561|issue:45020", - "issue:45987|issue:46192", "issue:44610|issue:45072", + "issue:45987|issue:46192", + "issue:43577|issue:43582", "issue:43720|issue:45072", "issue:28218|issue:29159", - "issue:43577|issue:43582", - "issue:44671|issue:45701", "issue:43825|issue:43827", - "issue:43782|issue:45325", "issue:43749|issue:44291", + "issue:44671|issue:45701", "issue:42175|issue:45081", - "issue:43262|issue:43819", + "issue:43782|issue:45325", "issue:43582|issue:44857", - "issue:43906|issue:46209", - "issue:45003|issue:46285", + "issue:43262|issue:43819", "issue:34634|issue:36331", + "issue:45003|issue:46285", "issue:43653|issue:44912", "issue:43526|issue:43697", "issue:45081|issue:45406", - "issue:44060|issue:44368", "issue:43742|issue:45020", + "issue:43906|issue:46209", + "issue:44060|issue:44368", "issue:45084|issue:45538", "issue:45372|issue:46326", "issue:44589|issue:45042", - "issue:43526|issue:44554", - "issue:43329|issue:45600" + "issue:43526|issue:44554" ], - "prepared_review_unit_hash": "cec7ef3551cf1d65079e231b1ab9d1c81878ea465c00d9d8d7c394455cd1775f", + "prepared_review_unit_hash": "01f5a3a261f81e5641d58674ad0d49c569382648c66f932503ff6cb9efbcc07e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35252, - "estimated_input_tokens": 8813, - "estimated_eval_tokens": 17882 + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly share only broad themes like tokenization, loading, or v5 regressions, but not the same concrete bug. I would not merge any of the proposed soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (general v5/remote_code breakage). The rest are much more specific model-, tokenizer-, or backend-specific bugs.", + "summary": "This cluster is heterogeneous: most pairs are broad lexical similarities around Transformers v5 regressions, but they appear to describe different concrete bugs and code paths. No PRs are present; the best issue anchor is the broad remote-code regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest and most representative open regression report in the set, covering version-related breakage for remote_code models. It is a better cluster anchor than the many narrow, model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single representative for this cluster because it is the most general and central-sounding regression report, even though the cluster overall is not a tight duplicate set.", + "best_issue_reason": "issue:45020 is the most generally useful issue for triage because it captures a wider class of v5 loading regressions and could subsume related reports if a shared root cause exists.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Both mention recent v5/remote_code breakage, but they point to different concrete failures and code paths." + "reason": "Different problem areas: video chat-template token/feature mismatch vs T5 decoder-input error message. No shared code-path evidence." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "One is a cache-sequence return-type bug; the other is a kwarg-handling bug. Same API surface, different defect." + "reason": "Both mention remote_code/v5 breakage, but one is a specific helper-removal regression and the other is a broader model-loading failure. Too broad to treat as the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: image size mismatch vs dtype mismatch." + "reason": "Unrelated subsystems: OmDet-Turbo image size preprocessing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Unpacking packed BitNet weights is unrelated to the reported bfloat16 dtype mismatch." + "reason": "StaticCache seq-length return type bug vs return_tensors being ignored when text_kwargs is passed. Different APIs and failure modes." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "The tokenizer spacing issue may be adjacent, but this is not clearly the same underlying bug as the slow/fast inconsistency report." + "reason": "BLIP2 dtype loading issue vs Apple Silicon caching_allocator_warmup TypeError. Not the same underlying bug." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "BitNet packed-weight loading failure vs bfloat16 inference dtype mismatch. Same general theme of loading/inference, but different concrete code paths." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "One is a CamemBERT prediction regression; the other is a broad tokenization-version change report." + "reason": "Tokenizer spacing after added token may be related to tokenizer inconsistencies, but the reports are not clearly the same bug or fix." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both relate to v5 pipeline removals, but one is an error-message bug and the other is docs drift." + "reason": "One is an error-message regression, the other is stale docs after pipeline removals. Related theme, different artifacts and fixes." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Different Qwen VL models and different bugs: loading with weight_only vs rope-index scaling." + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights receiving an unexpected argument." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Both concern model loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument compatibility." + "reason": "CamemBERT masked-LM prediction regression is model-specific; 'transformers version changes the tokenization' is a broad symptom report, not the same concrete bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend packaging and Mistral regex patching are unrelated failures." + "reason": "Backend/package-install issue vs Mistral regex patch crash. No overlap in code path." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different bugs." + "reason": "Different multimodal model bugs: Qwen3VL weight_only load failure vs Qwen2.5-VL rope indexing for still images." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup and CUDA AMP loss crash are separate platform-specific issues." + "reason": "AppleSilicon allocator warmup TypeError vs CUDA float16 loss crash. Different platforms and functions." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "A reproduction of an older issue is not the same as an FP8 inference failure." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch. Distinct behavior." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different regressions." + "reason": "BarkProcessor voice preset failure and CustomTrainer compute_loss signature change are unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils vs CLIP model structure inconsistency. Different components and fixes." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token handling and MXFP4 quantization loading are unrelated." + "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback. Unrelated." }, { "left": "issue:43526", - "right": "issue:44554", + "right": "issue:43697", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are different code paths." + "reason": "BEiT reduce_labels truncation vs RTDetrV2 output differences in v5. Different models and symptoms." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve processor/tokenizer internals, but the missing attribute and missing tokenizer problems are not the same bug." + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve. Similar processor/tokenizer surface, but not the same bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Both are warning-related in Qwen models, but they arise from different mechanisms and should not be merged." + "reason": "MobileLLM key error may be a remote_code loading regression, but there is not enough evidence it is the same underlying issue as the broad remote_code breakage report." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200. No shared bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "MobileLLM loading failure is not the same as the broader remote_code breakage report." + "reason": "Both mention tied-weights warnings, but they refer to different models and warning mechanics. Not the same concrete issue." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation TypeError and CLIPTokenizer max-length are unrelated." + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug. Unrelated." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both touch mistral_common, but one is an import/version issue and the other is chat-template behavior." + "reason": "Gemma 4 processor import regression vs mistral_common continue_final_message tokenizer bug. Different failure points." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and torchvision dependency regression are different problems." + "reason": "Float8 storage lookup error vs PIL backend requiring torchvision. Different code paths." }, { "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "Beit label reduction and RTDetrV2 output divergence are unrelated regressions." - }, - { - "left": "issue:43329", - "right": "issue:45600", + "right": "issue:44554", "accept": false, - "reason": "A multimodal-token video-branch bug and a removed-config reference in auto_mappings are unrelated." + "reason": "BEiT label-reduction bug vs MPS attention correctness issue. No meaningful overlap." } ] }, @@ -5867,24 +5996,23 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 19, "review_unit_count": 54, "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-10000-463", "nodes": [ - "issue:34567", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:42175", "issue:42490", + "issue:42915", "issue:43257", "issue:43262", "issue:43329", @@ -5900,6 +6028,7 @@ "issue:43650", "issue:43696", "issue:43720", + "issue:43742", "issue:43746", "issue:43749", "issue:43819", @@ -5919,6 +6048,7 @@ "issue:44991", "issue:45042", "issue:45459", + "issue:45600", "issue:45759", "issue:45803", "issue:46291", @@ -5926,264 +6056,268 @@ "issue:46424" ], "soft_pairs": [ + "issue:43329|issue:45600", "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43550|issue:44912", - "issue:43746|issue:44811", + "issue:36010|issue:43645", "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:36010|issue:43645", "issue:42175|issue:46291", - "issue:43650|issue:43906", - "issue:38175|issue:44610", - "issue:44387|issue:44617", "issue:36010|issue:36331", + "issue:43746|issue:44811", "issue:43720|issue:44610", "issue:43531|issue:45042", + "issue:38175|issue:44610", + "issue:44387|issue:44617", "issue:43854|issue:44977", "issue:39692|issue:44912", - "issue:45459|issue:45803", - "issue:46421|issue:46424", + "issue:43650|issue:43906", "issue:42490|issue:43257", + "issue:46421|issue:46424", + "issue:45459|issue:45803", "issue:43262|issue:44811", - "issue:43257|issue:43696", "issue:43643|issue:45759", + "issue:43257|issue:43696", "issue:43329|issue:44479", "issue:43329|issue:43450", - "issue:43749|issue:44756", "issue:43257|issue:43931", + "issue:43749|issue:44756", "issue:43454|issue:43577", - "issue:34567|issue:40990" + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "19b5f4572375f56941b50bdc8bdc0b3713220bc7b18894e26d49adc6f65677c1", + "prepared_review_unit_hash": "f2ff9aa5a2418f6aa52fe141fb03b726934f2e4788cbf9137795434c8ebf949b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35696, - "estimated_input_tokens": 8924, - "estimated_eval_tokens": 18104 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issue reports across different subsystems. The only plausible duplicate thread is the multimodal video-input regression around `_get_num_multimodal_tokens` / Qwen video failures; all other soft pairs describe different bugs with different code paths.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue across the full set: the items are heterogeneous and mostly unrelated. If forced to pick one representative duplicate thread, issue 43329 is the most concrete code-path bug (video token counting), which best matches the only plausible soft duplicate.", + "summary": "These issues are a heterogeneous set of mostly unrelated Transformers bugs. The soft pairs share broad subsystem or keyword overlap, but none look like the same concrete underlying defect, so no duplicate merge is safe.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the strongest representative because it pinpoints a specific broken video branch in multimodal token counting, and it plausibly underlies the broader video regression reported in 44479.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: undefined video-token helper variables in multimodal token counting vs auto_mappings referencing removed Sam3LiteText configs." + }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training bugs: one is a deepspeed zero3 IndexError, the other is an evaluate-after-train failure." + "reason": "Both are training-related, but one is a ZeRO-3 index error with a non-pretrained Bert model and the other is trainer.evaluate() failing after train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading/tokenizer issues, but they affect different APIs and appear to have different root causes." + "reason": "Different loading paths and symptoms: gguf_file breaks tokenizer/model loading APIs, while the other is a tokenizer regression for EMBEDDIA/est-roberta." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "One is a torch.compile/SDPA model failure; the other is an MXFP4 quantization loading fallback. Not the same bug." + "reason": "Distinct problems: torch.compile + SDPA failure in Bamba-9B-v2 vs MXFP4 quantization fallback in git-oss-20b." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Unrelated problems: PEFT/local checkpoint loading versus Whisper batch decoding special-token handling." + "reason": "ImportError for GenerationMixin is unrelated to Jupyter custom model initialization breaking in Transformers 5.0.0." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different components and failure modes: DAC latent conversion vs Dia config save/load token IDs." + "reason": "Different components: DAC.from_latents mismatch due missing STE vs DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Accelerate/deepspeed weight conversion is unrelated to the multimodal video-token helper bug." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Both touch import/model construction, but one is a missing GenerationMixin import and the other is a Jupyter custom-model initialization regression." + "reason": "Qwen3 MoE weight conversion/loading under accelerate+deepspeed is unrelated to undefined video-token helper names in multimodal token counting." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package dependency/backend installation issue versus kernels import-time version/revision requirement; not the same change." + "reason": "Different dependency issues: missing TensorFlow backend in pip install '.[torch]' vs kernels v0.15 requiring version/revision when importing pipelines." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "No meaningful technical overlap; one is a placeholder issue, the other is a reproduction of a separate tracked bug." + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are separate API breakages." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both mention model/processor behavior, but they are different models and different correctness problems." + "reason": "Different processor/model bugs: GraniteSpeech local PEFT checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both cause OOMs, but the memory regression and the Sam3Video OOM are different code paths." + "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + "reason": "Qwen3-MoE sliding_window handling and PIL backend requiring torchvision are unrelated issues." }, { - "left": "issue:43720", + "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to OmDet processor image-size mismatch." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo 640px-vs-224px input shape mismatch are different bugs." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different regressions in different subsystems: Qwen3-MoE sliding window versus PIL backend requiring torchvision." + "reason": "Both mention OOM, but one is int4 quantization reserved-memory growth and the other is a Sam3Video runtime memory exhaustion." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation issues." + "reason": "GLM-4.7-Flash loading/test failure is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc example/model-preprocessor errors are not the same as a quantization loading fallback bug." + "reason": "Documentation example errors for SigLIP2 are not the same as MXFP4 quantization loading fallback." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both involve overly broad exception handling, but they are separate functions with different failure modes and fixes." + "reason": "No substantive overlap: a low-quality/nontechnical issue versus an isolated reproduction of another bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to Qwen3 MoE loading under accelerate+deepspeed." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Cache lazy-init recompilation and max_cache_length handling are related area-wise but not the same concrete bug." + "reason": "Both cache-related, but one is lazy init causing recompilation with chunked prefill and the other is max_cache_length only applying to Quantized Cache." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion during accelerate/deepspeed loading." + "reason": "Both involve exception handling, but they are different codepaths and different failure modes: tokenizer decode error masking vs bare except in FuyuBatchFeature.convert_to_tensors()." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor issues." + "reason": "Audio apply_chat_template sampling-rate default bug is not the same as Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Weight-conversion/loading bug versus a straightforward CUDA OOM on GPT-oss-20b." + "reason": "Both concern config/loading, but one loses fields with trust_remote_code and the other fails to unwrap text_config in composite multimodal configs." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both are config-related, but one is trust_remote_code field loss and the other is unwrapping text_config for composite multimodal configs." + "reason": "Qwen3 MoE weight conversion/loading is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input code path in multimodal processing; 43329 identifies the broken helper in the video branch and 44479 reports the broader v5.3.0 regression across Qwen VL/video models." + "accept": false, + "reason": "One is undefined helper names in multimodal video token counting; the other is a broader v5.3.0 video-input regression across several Qwen models." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token counting helper bug versus batched video processor output shape; related domain, but not the same defect." + "reason": "Different video bugs: undefined names in token counting vs batched video processor returning the wrong shape." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both mention loading/OOM concerns, but FSDP CPU RAM efficient loading and mmap on Strix Halo are different issues." + "reason": "Different model/load issues: Qwen3 MoE accelerate+deepspeed conversion vs Qwen3-VL-30B-A3B weight-shape mismatch." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE conversion/loading is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Both are memory/loading issues, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different root causes and fixes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying causing garbage generation is unrelated to dtype propagation in Blip2 loading." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated model initialization bugs." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are different problems with no shared code path." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and key error loading MobileLLM-125M do not share the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (43329/44479) is a plausible shared video multimodal regression thread, and the rest are reasonably rejected as distinct bugs despite some surface-level similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 20, "review_unit_count": 54, "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-10000-463", "nodes": [ - "issue:24643", "issue:28282", "issue:29127", "issue:29159", "issue:33357", "issue:34567", "issue:34689", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", @@ -6204,6 +6338,7 @@ "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", "issue:44568", "issue:44821", @@ -6218,7 +6353,6 @@ "issue:45357", "issue:45381", "issue:45405", - "issue:45488", "issue:45538", "issue:45701", "issue:45859", @@ -6227,291 +6361,285 @@ "issue:46512" ], "soft_pairs": [ - "issue:42915|issue:43742", "issue:43606|issue:45859", "issue:44291|issue:45042", - "issue:43525|issue:46291", + "issue:34567|issue:40990", "issue:42915|issue:44821", + "issue:43525|issue:46291", "issue:29159|issue:34567", - "issue:44568|issue:45356", "issue:43404|issue:45127", + "issue:44568|issue:45356", "issue:44987|issue:45538", "issue:43927|issue:44912", - "issue:44849|issue:45701", "issue:43697|issue:45357", "issue:42915|issue:45538", "issue:43425|issue:46291", + "issue:44849|issue:45701", "issue:43577|issue:46512", + "issue:43452|issue:43582", "issue:42175|issue:43824", "issue:43317|issue:45538", - "issue:43452|issue:43582", - "issue:33357|issue:34567", "issue:28282|issue:34689", "issue:45137|issue:45405", + "issue:33357|issue:34567", "issue:44062|issue:44991", "issue:41720|issue:43540", - "issue:44479|issue:45381", "issue:43742|issue:44291", - "issue:43540|issue:44479", "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:43540|issue:44479", "issue:28282|issue:29127", - "issue:44568|issue:45488", - "issue:24643|issue:29159", + "issue:42915|issue:43749", "issue:44987|issue:45907", - "issue:42915|issue:43749" + "issue:42175|issue:44488" ], - "prepared_review_unit_hash": "3c6c1e9455749b67e51025d6fd7e3e27aaed0fa350dd83f32330db601810f16a", + "prepared_review_unit_hash": "e7f5ab035061dd1bea5aa582c12a9b234000636d2c7f1419104f4edf6da033c7", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37395, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "soft_pair_count": 31, + "serialized_chars": 37029, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This packet is mostly a collection of unrelated Transformer bug reports. The only plausible overlap is the Qwen video-input pair (44479/45381), but the evidence is only a loose similarity, not enough to merge them as one issue.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44479 is the most central Qwen video-regression report in this set, but its relationship to 45381 is only a soft similarity rather than a confirmed duplicate.", + "summary": "Mostly unrelated issues, with one likely duplicate pair around the Qwen 5.3.0 video-input regression. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the broadest and most central report: it describes the Qwen video-input regression across multiple model families and version 5.3.0, making it the best canonical issue for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue here because it has the broadest description of the v5.3.0 Qwen video-input regression and the most surrounding context.", + "best_issue_reason": "issue:44479 is the best representative issue overall because it captures the wider regression and likely subsumes the narrower qwen2.5-vl symptom in issue:45381.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different failures: Qwen3Moe FP8 loading vs MobileLLM key loading." - }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve offload, but they affect different model families and code paths." + "reason": "Both mention CPU offload, but they affect different models and describe different failure modes/code paths." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized handling is unrelated to PIL/torchvision backend requirements." + "reason": "One is an init_empty_weights loading error; the other is an image-processor dependency regression. Not the same bug." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Llama4 pad_token_id config handling and kernels revision/version validation are unrelated." + "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are distinct problems." + "reason": "FineGrainedFP8Config failure and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState token counting." + "reason": "A missing config attribute and a kernels import-time revision/version requirement are different problems." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different failures." + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings, but one is a load-time Mistral3 issue and the other is a LoRA merge/vocab-collapse bug." + "reason": "Both touch tied weights, but one is a model-class tying bug and the other is LoRA merge behavior after vocab extension; not the same concrete defect." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading for physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + "reason": "Model loading failure and CLIPTokenizer max_length behavior do not describe the same issue." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-state output behavior and a generic tokenization-version issue are not the same bug." + "reason": "Config save/load token IDs and MXFP4 quantization fallback are distinct bugs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are different regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key handling are different regressions." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility and kernels revision/version validation are unrelated." + "reason": "Torch version incompatibility and kernels revision/version enforcement are different dependency issues." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "dtype propagation after loading BLIP2 is related in theme, but not the same bug as stale config.dtype from from_config." + "reason": "Qwen3.5 output_hidden_states behavior and generic tokenization changes are not the same bug." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Backend packaging for pip install '.[torch]' and missing Qwen2_5_VL export are unrelated." + "reason": "Both are dtype-related, but one is loading-time module dtype propagation and the other is stale config.dtype after from_config; different failures." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "device_map offload loading failure and CLIPTokenizer max_length are unrelated." + "reason": "gguf loading and Apple Silicon allocator warmup are unrelated." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Packaging backend selection and a missing Qwen2_5_VL symbol are not the same issue." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + "reason": "GPU/CPU offload loading failure and tokenizer max_length behavior are unrelated." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are different issues." + "reason": "General PyTorch ImportError and Llama 3.2 vision loading regression are different problems." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and unreleased MIN_PEFT_VERSION bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error for CLIP model and TrainerState token counting are different bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken kwarg duplication and est-roberta tokenizer loading failure are not the same bug." + "reason": "AddedToken constructor argument collision and tokenizer load failure for a specific model are not clearly the same code-path." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "45381 looks like a related Qwen video-input symptom, but the evidence only supports soft similarity, not a confirmed duplicate." + "reason": "CUDA assert with auto device mapping and Qwen3OmniMoe video-input ValueError are different failures." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key loading and init_empty_weights argument handling are unrelated." + "reason": "KeyError loading MobileLLM and init_empty_weights unexpected argument are unrelated." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-related, but they affect different model families and likely different code paths." + "reason": "Both are video-input issues, but they involve different Qwen models and different errors; not enough evidence of one underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen 5.3.0 video-input regression; 45381 looks like a narrower qwen2.5-vl manifestation of the broader bug in 44479." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen3-vl embedding StopIteration are distinct failures." + "reason": "Both are Qwen video-related, but they are different models and errors; not clearly the same underlying defect." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error are unrelated." + "reason": "PyTorch import error and LayoutLMv3 box-content error are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "mdeberta-v3 special-token handling and DeepSeek V3/R1 pre-tokenizer override are different tokenizer bugs." - }, - { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "DeepSpeed weight-dimension RuntimeError and tokenizer slow/fast inconsistency are unrelated." + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/loading issues." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression for physical-intelligence/fast and list_repo_files revision forwarding are unrelated." + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Qwen3Moe FP8 loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/runtime bugs." + "reason": "Torch install backend issue and loading cjvt/sleng-bert are different problems." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly conservative, but there is one overreach: the packet only supports a soft similarity between 44479 and 45381, not a definitive duplicate or that 44479 is clearly \"concrete, reproducible.\" The rest of the pair judgments look suitably cautious, but the best/canonical issue claims are a bit too strong for the evidence provided." + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative overall. The one accepted duplicate pair (44479/45381) is supported by the broader 5.3.0 Qwen video-input regression in 44479 and the narrower qwen2.5-vl symptom in 45381. The rest of the soft-edge rejections are cautious and consistent with the issue titles/descriptions. No PRs are present, as noted." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 21, "review_unit_count": 54, "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-10000-463", "nodes": [ + "issue:24643", "issue:27957", "issue:28282", + "issue:29159", "issue:34567", "issue:36331", "issue:38175", - "issue:42175", "issue:42796", "issue:43257", "issue:43404", @@ -6529,11 +6657,9 @@ "issue:44488", "issue:44568", "issue:44589", - "issue:44625", "issue:44737", "issue:44792", "issue:44821", - "issue:44877", "issue:44898", "issue:44913", "issue:44964", @@ -6544,6 +6670,7 @@ "issue:45357", "issue:45405", "issue:45479", + "issue:45488", "issue:45588", "issue:45600", "issue:45823", @@ -6556,237 +6683,237 @@ "issue:46491" ], "soft_pairs": [ + "issue:24643|issue:29159", + "issue:44568|issue:45488", "issue:38175|issue:44898", - "issue:42175|issue:44488", "issue:44737|issue:46463", "issue:43493|issue:43994", "issue:44291|issue:44821", "issue:43257|issue:43756", "issue:34567|issue:36331", "issue:43577|issue:45072", - "issue:43906|issue:46468", "issue:27957|issue:28282", "issue:44062|issue:45081", - "issue:44568|issue:46491", + "issue:43906|issue:46468", "issue:44792|issue:44964", - "issue:43404|issue:45987", - "issue:43526|issue:45479", - "issue:45042|issue:45081", "issue:44737|issue:45588", + "issue:45042|issue:45081", + "issue:43526|issue:45479", + "issue:44568|issue:46491", "issue:43742|issue:44589", - "issue:42796|issue:43906", + "issue:43404|issue:45987", "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:45823|issue:46463", - "issue:43452|issue:44488", "issue:43531|issue:44821", + "issue:43452|issue:44488", "issue:45405|issue:45600", + "issue:42796|issue:43906", "issue:45357|issue:45920", - "issue:44913|issue:46121", - "issue:44625|issue:44877" + "issue:44913|issue:46121" ], - "prepared_review_unit_hash": "9d3739e4eef0e4519050d6818ecc889600601b68b97d72f7811a4705ba772d55", + "prepared_review_unit_hash": "ed736017f09582a4ff65e0e24942cc6ec78e0122ec42f4c624703373ff85c754", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36455, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports; only the two SigLIP2 issues look like the same underlying model-accuracy regression. No pull requests are present.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the shared SigLIP2 regression, with a concrete failing model and reproduction; issue:43493 looks like the more diagnostic sibling report.", + "summary": "Most items are unrelated model/tokenizer/training bugs. The only convincing duplicate pair is the SigLIP2 regression reports (43493/43994); the rest are different failures in different code paths or models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the best canonical issue among the only real duplicate pair because it describes the underlying SigLIP2 HF-vs-JAX implementation mismatch more generally, while 43994 mainly captures a downstream symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 best represents the duplicate pair because it captures the observable end-user failure on google/siglip2-base-patch16-224 and is broad enough to subsume the implementation-discrepancy report.", + "best_issue_reason": "issue:43493 is the strongest issue to keep as the representative bug report: it is specific enough to identify the root cause yet broad enough to subsume the user-visible 'nonsensical results' report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + "reason": "Different subsystems and symptoms: DeepSpeed training weight-shape error vs tokenizer consistency bug." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failures differ: special token insertion vs tokenizer.json pre-tokenizer override." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Unrelated problems: missing TensorFlow in a torch install vs a model-loading failure for cjvt/sleng-bert." + "reason": "Both involve vision models, but they are distinct bugs with different model families and failure modes." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different code paths: XLNet CPU arange bug vs T5 decoder input validation message." + "reason": "Unrelated issues: XLNet device placement bug vs T5 decoder-input validation message." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 regression: the HF implementation disagrees with the expected behavior and yields nonsensical outputs for siglip2-base-patch16-224." + "reason": "Same underlying SigLIP2 bug: both report incorrect model behavior, one as HF-vs-JAX discrepancy and the other as nonsensical outputs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "One is an init_empty_weights/_is_hf_initialized TypeError; the other is an AutoImageProcessor URL-loading issue." + "reason": "Separate loading problems in different APIs; no shared concrete code path." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different models and bugs: Qwen3 MOE weight conversion vs Smollm3 RoPE layer handling." + "reason": "Both are model-specific regressions, but one is deepspeed/accelerate weight conversion and the other is RoPE-layer omission." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer token-count tracking and custom compute_loss signature errors are unrelated." + "reason": "Both are trainer-related, but one is token-count tracking and the other is a custom compute_loss signature breakage." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype, but they affect different model families and likely different code paths." - }, - { - "left": "issue:43906", - "right": "issue:46468", - "accept": false, - "reason": "A reproduction of an earlier issue is not the same as the official Nemotron example breakage." + "reason": "Different dtype issues in different models/code paths; too broad to be the same bug." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and a PyTorch ImportError are unrelated." + "reason": "Completely different problems: Flash Attention compatibility vs missing PyTorch import." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer internals and failures: AddedToken kwargs conflict vs Mistral regex patch crash." + "reason": "Both are tokenizer errors, but the concrete causes and affected code paths differ." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "A reproduction of an earlier issue is not the same as a broken official example in a different model." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are separate model-specific issues." + "reason": "Different multimodal-model failures; no clear shared underlying bug." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "lm_head tying in Mistral3 is unrelated to StaticCache sequence-length typing." + "reason": "Device-placement bug in XLNet vs flash-attention auxiliary state crash are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both concern labels, but one is an image-processor reduction bug and the other is a sequence-classification loss bug." + "reason": "Image-processor torchvision dependency issue vs Mistral tokenizer regex crash; different components." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer patch crash." + "reason": "Label-reduction bug in Beit fast processor vs classification loss degeneracy; not the same defect." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "XLNet positional encoding on CPU and flash-attention sink handling are different subsystems and bugs." + "reason": "Both are tokenizer regressions, but one concerns special-token handling and the other leading-space round-trip behavior." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Model-loading key errors and missing Float8 storage types are not the same failure mode." + "reason": "Different loading/runtime errors with no shared mechanism." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same underlying bug." + "reason": "Model weight tying bug vs cache length return-type bug; unrelated." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel-registration crash affect different models and paths." + "reason": "Different Qwen/SmolLM regressions affecting different code paths." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen/Smollm3 multimodal bugs with no shared code-path evidence." + "reason": "Both mention RoPE/position logic, but they affect different models and distinct computations." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and a T5 decoder-input error are unrelated." + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "gguf_file loading failure and a generic model load failure for sleng-bert are not the same bug." + "reason": "Qwen3-MoE sliding-window bug vs AutoImageProcessor URL loading issue; no overlap." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Both are model-loading complaints, but the affected entry points and failure causes differ." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version bump and stale auto_mappings references are separate repository maintenance issues." + "reason": "Dependency-version bump vs stale auto-mapping references; separate CI/package issues." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs reproduction of another issue; not the same bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Incorrect save_pretrained visual keys and wrong AutoTokenizer token IDs are different regressions." + "reason": "Different regressions: save_pretrained visual-encoder keys vs AutoTokenizer wrong token IDs." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Config reload losing rotary_pct and rope-parameter JSON list handling are distinct config-validation problems." - }, - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are unrelated." + "reason": "Config reload regression vs rope-validation TypeError; distinct code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the packet contains only issues, so \"no pull requests\" is correct, and the only plausible duplicate/same-bug pair is the SigLIP2 43493/43994 pair. The other soft-edge calls stay conservative by distinguishing different models, code paths, or failure modes." + "feedback": "The summary is well grounded in the packet and stays conservative. The SigLIP2 pair (43493/43994) is the only clearly supported duplicate-like match, and the other soft-edge rejections are appropriately cautious given the differing models/code paths described in the titles and bodies." }, "evaluator_used": true, "retried": false, @@ -6797,13 +6924,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 22, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -6820,7 +6947,6 @@ "issue:43531", "issue:43577", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", @@ -6835,9 +6961,11 @@ "issue:44493", "issue:44514", "issue:44568", + "issue:44625", "issue:44704", "issue:44811", "issue:44843", + "issue:44877", "issue:44898", "issue:44936", "issue:45005", @@ -6856,6 +6984,7 @@ "issue:46491" ], "soft_pairs": [ + "issue:44625|issue:44877", "issue:43720|issue:44898", "issue:43697|issue:45216", "issue:43643|issue:45375", @@ -6863,224 +6992,229 @@ "issue:24643|issue:29127", "issue:41762|issue:44936", "issue:44493|issue:46050", - "issue:44466|issue:45005", "issue:28282|issue:32090", - "issue:43819|issue:44811", - "issue:42898|issue:46491", + "issue:44466|issue:45005", "issue:43452|issue:44843", "issue:28282|issue:33357", - "issue:44936|issue:45823", "issue:43688|issue:43749", - "issue:44514|issue:45381", + "issue:43819|issue:44811", + "issue:44936|issue:45823", "issue:38175|issue:43295", "issue:44361|issue:44442", "issue:45372|issue:46170", - "issue:44484|issue:44704", - "issue:43653|issue:44361", "issue:45542|issue:46178", - "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:42898|issue:46491", + "issue:44514|issue:45381", + "issue:44484|issue:44704", "issue:43452|issue:43577", + "issue:43295|issue:45356", "issue:43577|issue:43697", - "issue:43653|issue:44568", "issue:43531|issue:43742", - "issue:43646|issue:43749" + "issue:43653|issue:44568" ], - "prepared_review_unit_hash": "4c353b616fac8cea95da60253fcc8702aad528ba5d92b04789a99a8938d32057", + "prepared_review_unit_hash": "9f0f9935ca390fcd0a753f97e1a32cc1fe475e601cd2a6e09a0c6e92313a8061", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issues. The only plausible duplicate pair is the config-loading bug around missing fields in returned AutoConfig objects; the rest do not look like the same underlying change or code path.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 43643 is the clearest canonical because it states the broader, user-facing config-loading regression: fields disappear from AutoConfig results. It best captures the underlying missing-field problem shared by the closest duplicate candidate.", + "summary": "This cluster is mostly heterogeneous: most items are unrelated bug reports across different models, loaders, and backend paths. I only see one plausible duplicate pair around v5 tied-weights serialization; the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45005 is the best canonical issue if one is required: it describes the broader v5 tied-weights regression, which also appears to cover issue:44466's device-dependent lm_head.weight serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43643 is the best representative issue overall because it describes the most general root symptom rather than a narrow model-specific instance.", + "best_issue_reason": "issue:45005 is the strongest representative issue because it frames the underlying tied-weights regression more broadly and concretely than the narrower device-specific serialization report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing num_labels propagation and the other is strict config rejection for granite_speech; different bugs." + }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different models and different failures: BitNet accelerate-loading/unpacked weights vs Perceiver image classification resize/interpolation." + "reason": "Different model families and failures: BitNet packed-weight loading vs Perceiver non-default-resolution image classification." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 checkpoint save_pretrained corruption; not the same bug." + "reason": "One is RTDetrV2 output drift in v5; the other is Qwen3.5 checkpoint save_pretrained regression. No shared code-path bug." }, { "left": "issue:43643", "right": "issue:45375", - "accept": true, - "reason": "Both describe config fields disappearing during config loading/strict handling; same underlying missing-field regression." + "accept": false, + "reason": "Both concern config fields, but one is a generic trust_remote_code return-object issue and the other is a specific Qwen3_5MoeVisionConfig field being dropped." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 multimodal token-type defaults vs T5 decoder-input validation error messaging are unrelated." + "reason": "Different components and symptoms: Gemma 4 multimodal token type defaults vs T5 decoder-input validation messaging." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error and LayoutLMv3 box-content error are different failures." + "reason": "DeepSpeed weight-shape runtime error and LayoutLMv3 box-validation messaging are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after train are different code paths and symptoms." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are distinct training/loading bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during save/load is not the same as sinq quantization save_pretrained/from_pretrained breakage." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model issue; not clearly the same bug." + "reason": "Position-id key warnings and sinq quantized save/load breakage are different problems." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-not-found import error and Trainer NoneType broadcast error are unrelated." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens are unrelated tokenizer/model behaviors." + "reason": "PyTorch missing import error is unrelated to NoneType broadcast failures in Trainer." }, { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "General v5 clean_up_tokenization_spaces behavior change and CodeLlama leading-space regression are related thematically but not the same concrete bug." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same v5 tied-weights/save-pretrained regression; 44466 is a device-specific manifestation, and 45005 is the broader tied-weights translation-model report." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF loading breakage and unconditional model_info() offline-mode failure are different AutoTokenizer.from_pretrained issues." + "reason": "Both affect AutoTokenizer loading, but gguf_file handling and offline model_info calls are different code paths and failure modes." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch import error and MacOS bus error on CLIP model loading are unrelated." + "reason": "Missing PyTorch import and MacOS bus error with a CLIP model are unrelated." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Trainer lifecycle failure and Gemma4 PLE device_map mismatch are different bugs." + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are separate issues." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are not the same bug." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding and the other is video vision_position_ids; different code paths." + "reason": "Trainer evaluation failure after training and Gemma4 device_map mismatch are different failures." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and different failures: MLukeTokenizer attribute error vs FastSpeech2ConformerTokenizer loading failure." + "reason": "Different tokenizers and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import dependency issue and Windows ROCm torch.distributed dependency issue are unrelated." + "reason": "Gemma 4 processor import issue and Windows/ROCm torch.distributed dependency problem are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "save_pretrained shard-size question and AutoProcessor cached_file kwargs bug are unrelated." + "reason": "Both mention backend handling, but tensorboard-without-TensorFlow and tensorflow_text backend validation are different bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug and MLukeTokenizer attribute error are different tokenizer problems." + "reason": "BigBird special-token decoding and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both involve optional backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." + "reason": "Both are tokenizer behavior regressions, but one is a v5 cleanup-policy change and the other is a CodeLlama round-trip space-stripping issue; not enough to treat as one bug." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash and video vision_position_ids mismatch are different Qwen2.5-VL bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Processor/tokenizer regression and Kimi-K2.5 codec handling warning are not the same bug." + "reason": "save_pretrained shard-size question and AutoProcessor kwarg forwarding are unrelated." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF AutoTokenizer/AutoModel loading failure and Blip2 dtype staying float32 are unrelated." + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Special-token registration for BigBird and BOS/EOS omission for mdeberta are different tokenizer-specific issues." + "reason": "Processor/tokenizer access regression and Kimi-K2.5 codec/mistral-regex regression are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are different loading/runtime bugs." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are different problems." + "reason": "Special-token registration in BigBirdTokenizer and missing BOS/EOS insertion in mdeberta-v3-base are different tokenizer issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet. The single accepted pair (43643/45375) is supported by both titles as a missing-fields/config-loading regression, while the other soft pairs are reasonably rejected as differing bugs or code paths. The summary does not overclaim beyond the evidence available from titles alone." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The tied-weights pairing between issue:44466 and issue:45005 is plausibly the same bug from the titles, and the claim that the rest are heterogeneous is supported by the listed issue titles. I don\u2019t see an overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -7091,13 +7225,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 23, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -7112,18 +7246,19 @@ "issue:43295", "issue:43452", "issue:43504", - "issue:43525", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43643", + "issue:43646", "issue:43653", "issue:43688", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", "issue:43927", + "issue:44361", "issue:44451", "issue:44464", "issue:44466", @@ -7143,7 +7278,6 @@ "issue:45491", "issue:45701", "issue:45704", - "issue:45823", "issue:46002", "issue:46050", "issue:46209", @@ -7151,259 +7285,259 @@ "issue:46402" ], "soft_pairs": [ + "issue:43646|issue:43749", "issue:44464|issue:44743", "issue:44843|issue:44991", - "issue:29159|issue:33357", "issue:43688|issue:45704", "issue:43756|issue:46402", + "issue:29159|issue:33357", "issue:43688|issue:45440", "issue:43653|issue:43927", - "issue:44514|issue:45290", "issue:43550|issue:43927", "issue:43688|issue:45701", "issue:44479|issue:44625", "issue:45491|issue:46002", - "issue:43643|issue:44561", + "issue:43550|issue:44361", "issue:44464|issue:44977", + "issue:44514|issue:45290", "issue:33666|issue:36010", "issue:43742|issue:44821", "issue:41720|issue:44464", "issue:32090|issue:33666", - "issue:43504|issue:43550", - "issue:43504|issue:43720", + "issue:43643|issue:44561", "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:43577|issue:44554", - "issue:44977|issue:46209", "issue:43504|issue:44610", - "issue:43262|issue:43295", + "issue:44977|issue:46209", "issue:43720|issue:43927", "issue:44554|issue:46365", "issue:43606|issue:43927", - "issue:43452|issue:44451", + "issue:43262|issue:43295", "issue:33666|issue:36331", - "issue:45823|issue:46050", - "issue:43525|issue:43572" + "issue:43452|issue:44451" ], - "prepared_review_unit_hash": "2a42ccfd9131584db5bd709617f61e27770fbebc26609031fdd925e8d08be7dc", + "prepared_review_unit_hash": "ae53c4dc9dc8ad32c5e9109e826b90a23aaa17f0a31d27e1f9161de0ac6e2166", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37402, - "estimated_input_tokens": 9351, - "estimated_eval_tokens": 18958 + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers regressions (tokenization, processor/chat-template, model loading, generation, and device/runtime bugs). None of the soft pairs appear to be the same concrete bug/change, so I would reject all soft edges. If a single issue must represent the cluster, the broad tokenizer-regression report is the best umbrella, but it is not a true duplicate anchor.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45701 is the broadest/openest issue in the set and the closest thing to a general umbrella for tokenizer/version-regression complaints, but the cluster is too heterogeneous to support a strong canonical choice.", + "summary": "No pull requests are present. The soft links are mostly topical collisions around tokenizer/loading/training regressions, but the paired issues describe different concrete bugs and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44843 is the clearest self-contained regression report in this set, with a specific code path (_patch_mistral_regex/model_info) and a reproducible offline-loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best representative issue for the overall cluster because it is broad, open, and most likely to subsume related tokenizer behavior regressions; however, it is still only a loose representative, not a confirmed duplicate target.", + "best_issue_reason": "issue:44843 is a good representative issue because it is narrowly scoped, actionable, and tied to a specific failure mode rather than a broad symptom bucket.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: custom model init regression vs FSDP CPU RAM efficient loading." + }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both are Qwen3.5 generation/caching regressions, but one is about compiled forward chunked generation outputs and the other about recurrent states resetting; different failure modes and likely different fixes." + "reason": "Both mention generation, but one is compiled-forward inconsistency and the other is recurrent-state reset in a specific modular Qwen file." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading regressions, but 44843 is specifically an offline-model_info call in _patch_mistral_regex, while 44991 is a broad tokenizer load failure for a specific model; not the same bug." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer inconsistency vs a Mac bus error on CLIP loading; these are unrelated failure classes." + "reason": "Both concern tokenizer loading, but one is an offline model_info call bug and the other is a model-specific tokenizer load failure in v5." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different model/code paths: auxiliary-loss normalization bug versus an apex RMSNorm memory leak." + "reason": "Unrelated: auxiliary-loss normalization vs a T5 memory leak from apex FusedRMSNorm." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weight loading are unrelated model-specific issues." + "reason": "Different model-loading failures: RoPE layer dropping vs Sam3 text encoder weights not being loaded." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a MacOS bus error in a pretrained CLIP model." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and different defects; no shared underlying code-path problem is evident." + "reason": "Different underlying problems: MoE auxiliary-loss scaling vs divergence from remote DeepSeekV3 implementation." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and DiaConfig custom-token-id persistence bug are both token-related but not the same underlying issue." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both hit apply_chat_template, but one is a batched-padding crash and the other is a tool-call/no-content assistant-message crash; different edge cases." + "reason": "Both touch token metadata, but one is BigBird special-token registration and the other is config serialization losing custom token IDs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig token-id serialization." + "reason": "Torch.compile/SDPA failure is unrelated to config token-ID loss after save/load." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is not the same as a broad tokenization-version regression." + "reason": "Aux-loss normalization bug is not the same as a broad version-dependent tokenization change." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen VL variants versus num_labels propagation in Qwen3.5; different subsystems and fixes." + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "NaNs from sliding-window attention on mixed-length batches versus NaNs in classification heads after checkout/init are distinct defects." + "reason": "Different NaN sources: sliding-window attention on GPU vs classification-head init/checkpoint NaNs." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." + "reason": "Torch.compile SDPA issue is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention generation failure in Qwen3.5." + "reason": "Compiled-forward chunked generation inconsistency is not the same as flash-attention generation failure." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." + "reason": "Multi-GPU training on Qwen2-VL is unrelated to an ImportError for GenerationMixin." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Key error loading MobileLLM and inability to load AutoImageProcessor from URL are different loading paths and failures." + "reason": "Different loading paths: MobileLLM key error vs loading AutoImageProcessor from URL." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is a device-placement/runtime issue, not a generation/compiled-forward inconsistency." + "reason": "Device-mapping cudaErrorAssert on A800 is a different failure mode from chunked generation with compiled forward." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType GPU broadcast error and Qwen2-VL multi-GPU training are both trainer-related, but not the same bug." + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are distinct distributed-training issues." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code regressions, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "BEiT legacy-field loading failure and Bamba compile/SDPA failure are unrelated." + "reason": "One is tied-weight serialization varying by device; the other is quantized save/load breakage." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different model-loading problems with different root causes and model families." + "reason": "Legacy-field failure in BeitForSemanticSegmentation is unrelated to BitNet packed-weight loading." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "lm_head serialization depending on device is separate from sinq quantization save/load breakage." + "reason": "Different model families and code paths: legacy config field vs Bamba torch.compile with SDPA." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/runtime problems." + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy config field loading and OmDet-Turbo processor image-size mismatch are distinct issues." + "reason": "Loading failure from a legacy field is not the same as a processor/model image-size mismatch." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." + "reason": "Flash-attention generation regression is unrelated to FP8 inference failure on B200." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token-id persistence do not share the same code path." + "reason": "Packed-weight loading under accelerate and config token-ID persistence are different bugs." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." + "reason": "Attention correctness on MPS is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small and DiaConfig token-id loss are separate defects." + "reason": "CPU offload device mismatch is not the same as DiaConfig token-ID loss." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "gguf_file loading breakage and inability to load ScandiBERT are both from model loading, but not the same underlying bug." + "reason": "Audio sampling-rate default bug and processor.tokenizer/image handling regression are different issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer issues." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Gemma4 PLE device mismatch and sinq quantized save/load breakage are unrelated." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature change are separate trainer/distributed bugs." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Missing pad_token_id in different configs is superficially similar, but the affected model/config classes and fixes are distinct enough to keep separate." + "reason": "GGUF file loading breakage is a different failure mode from ScandiBERT tokenizer/model loading." } ] }, @@ -7417,13 +7551,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 24, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -7438,6 +7572,7 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43525", "issue:43540", "issue:43572", "issue:43575", @@ -7458,271 +7593,264 @@ "issue:44568", "issue:44589", "issue:44625", - "issue:44792", "issue:44843", "issue:44849", "issue:44964", "issue:44977", - "issue:45200", - "issue:45229", "issue:45357", "issue:45405", "issue:45520", "issue:45584", "issue:45759", "issue:45812", + "issue:45823", + "issue:46050", "issue:46192", "issue:46209", "issue:46424", "issue:46489" ], "soft_pairs": [ - "issue:44849|issue:46209", - "issue:43994|issue:46192", + "issue:43525|issue:43572", + "issue:45823|issue:46050", "issue:43278|issue:43688", + "issue:43994|issue:46192", "issue:43720|issue:44361", "issue:43493|issue:43825", - "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44849|issue:46209", "issue:44625|issue:45584", "issue:28218|issue:33357", "issue:44849|issue:45357", "issue:39692|issue:43295", - "issue:43493|issue:43844", - "issue:44568|issue:46489", "issue:43278|issue:43844", + "issue:43493|issue:43844", "issue:44488|issue:44843", + "issue:44568|issue:46489", "issue:43646|issue:44466", "issue:43540|issue:44977", - "issue:44568|issue:45812", - "issue:43824|issue:44589", "issue:33357|issue:33666", "issue:44589|issue:45520", "issue:43257|issue:43299", - "issue:45200|issue:45229", "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43824|issue:44589", "issue:44464|issue:46424", "issue:43927|issue:44361", "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:43278|issue:43701", - "issue:44792|issue:45405", "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "90d27573ecbb5f3b7347370c71336a4da96a124da76e8b0c282e60314ba6640f", + "prepared_review_unit_hash": "ef1568e04c083e03a790cb91cec9ae5ab3ee2addbc7af77d54010cf1f742bf01", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37015, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model-adjacent wording, but each pair points to a different model, failure mode, or subsystem. I would not merge any of the soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "No single duplicate thread stands out; if a representative issue must be chosen, #44843 is the strongest canonical candidate because it has a concrete regression, a clear code path (`AutoTokenizer.from_pretrained` / `_patch_mistral_regex`), and broad user impact.", + "summary": "The set is mostly heterogeneous; the soft links are all near-miss similarities, not true duplicates. The clearest representative issue is the broad tokenizer regression affecting Granite models, while the rest are model- or subsystem-specific bugs.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45812 is the broadest, most user-impactful correctness regression in the set: it affects tokenization across all Granite models and is a strong anchor for tokenizer-related triage.", "canonical_pr_reason": null, - "best_issue_reason": "#44843 is the best overall issue candidate: it is specific, reproducible, and ties to a common entrypoint used by many models, making it more representative than the model-specific or environment-specific reports.", + "best_issue_reason": "45812 has the widest blast radius and clearest duplicate-triage value among these issues; it is more representative than the model-specific or single-endpoint failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-state behavior vs FP8 inference on B200 hardware." + "reason": "Both are config-loading regressions around pad-token fields, but they affect different model families and different missing attributes; not the same bug." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Both involve generation/input handling, but one is a SigLIP2 model output issue and the other is an API parameter precedence bug." + "reason": "One is a Gemma4 forward device-mismatch issue; the other is a sinq quantization save/load failure. Different code paths and symptoms." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Unrelated numeric issues in different models: dtype drift vs auxiliary loss normalization." + "reason": "Both mention training instability, but one is a dtype change in evaluation and the other is auxiliary-loss normalization. Not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issues are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different code paths and symptoms: accelerate loading of BitNet weights vs tokenizer task AttributeError." + "reason": "Packed-weight loading in BitNet and an MLukeTokenizer AttributeError are unrelated subsystems and failure modes." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error-message regression about translation tasks." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a broken doc example and the other is an implementation mismatch with JAX; different underlying problems." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PyPI version pin problem." + "reason": "A model-loading failure is unrelated to a PEFT version bump and release-status problem." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Same model family, but one is broken docs/example usage and the other is an implementation discrepancy against JAX." + "reason": "Qwen3.5 hidden-states output behavior and FP8 inference on B200 are separate runtime issues." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different models and failures: Qwen3.5 config propagation vs Whisper empty-transcription generation." + "reason": "A propagated num_labels bug in Qwen3.5 is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + "reason": "Tokenizer spacing behavior and a MacOS bus error on CLIP are entirely different bugs." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-state output bug and incorrect save_pretrained visual-encoder keys are different Qwen3.5 regressions." + "reason": "Both concern Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both are multimodal-related, but one is a SigLIP2 example issue and the other is a regression in custom processor/tokenizer access." + "reason": "Both touch multimodal/docs/processor APIs, but one is a SigLIP2 example issue and the other is a regression in processor.tokenizer/image passing." }, { - "left": "issue:43493", + "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different failure domains: SigLIP2 output mismatch vs DeepSpeed/ZeRO gradient growth." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different training pathologies." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluation is not the same underlying problem as gradient explosion under ZeRO-3." + "reason": "A SigLIP2 HF-vs-JAX discrepancy is unrelated to gradient blow-up under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model failing is not the same as offline mode breakage from an unconditional hub call." + "reason": "Both are loading-related, but one is a model-specific load failure and the other is an offline-mode regression in tokenizer regex patching." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3-base and the other is DeepSeek-Coder v1 token output corruption; not the same bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression and lm_head serialization inconsistency are distinct bugs." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are distinct v5 regressions." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing special tokens and the other is wrong token IDs for Granite models." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "ImportError for a missing Qwen class is unrelated to the Float8 storage deserialization error." + "reason": "Video-input processing in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are separate model/runtime paths." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different runtime issues." + "reason": "A MacOS CLIP crash and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different low-level failures: Float8 storage lookup vs flash_attn import key error on Python 3.13." + "reason": "Float8 storage lookup failure and a flash_attn import-utils KeyError are different low-level compatibility bugs." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as Qwen3VL MOE model loading failure." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a generic dev-version loading failure for Qwen3VL MoE; not clearly one fix." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "A missing default for mm_token_type_ids is unrelated to multi-GPU CUDA OOM." + "reason": "Missing pad_token_id in Qwen3-VL text config and missing pad_token_idx in StableLmConfig are separate config regressions." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they concern different models and different failure mechanisms; they would not plausibly merge into one fix." + }, + { + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different model/config regressions." + "reason": "An import-name regression and a float8 storage type error are unrelated." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length being ignored outside quantized cache." + "reason": "Chunked generation inconsistency with compiled forward and cache max-length handling are different generation/cache bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Save/load token ID corruption in DiaConfig is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "DiaConfig save/load token-ID loss and an MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen-family loading, but one is a missing config attribute and the other is failure to unwrap `text_config` in multimodal configs." + "reason": "A missing pad_token_id attribute is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field loading for Beit semantic segmentation and CPU offload device mismatch in bark-small are different bugs." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to a resume_from_checkpoint key mismatch." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "A janus image-generation test failure is not the same underlying issue as a PEFT minimum-version bump." + "reason": "Legacy-field loading for Beit semantic segmentation is unrelated to the Bark CPU-offload device mismatch." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM on a Qwen2 model is unrelated to dependency-version pinning." + "reason": "TP memory OOM when loading Qwen2-57B-A14B-Instruct is unrelated to the PEFT version bump issue." } ] }, @@ -7736,13 +7864,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 25, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -7770,19 +7898,20 @@ "issue:43957", "issue:43994", "issue:44112", - "issue:44186", "issue:44291", "issue:44423", "issue:44464", "issue:44493", "issue:44554", "issue:44734", + "issue:44792", "issue:44964", "issue:45072", "issue:45084", "issue:45198", "issue:45200", "issue:45229", + "issue:45405", "issue:45406", "issue:45446", "issue:45520", @@ -7791,216 +7920,228 @@ "issue:45823", "issue:46050", "issue:46121", - "issue:46192", "issue:46285", "issue:46369" ], "soft_pairs": [ "issue:43572|issue:44291", - "issue:44493|issue:46285", - "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:44792|issue:45405", "issue:43606|issue:44112", + "issue:44493|issue:46285", "issue:43504|issue:43653", + "issue:45229|issue:45823", "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43873|issue:46050", "issue:29942|issue:30333", "issue:45588|issue:46050", "issue:43844|issue:44964", - "issue:44423|issue:44734", "issue:43065|issue:46369", "issue:42490|issue:43696", "issue:29159|issue:32090", - "issue:45406|issue:46121", + "issue:44423|issue:44734", "issue:45084|issue:45520", - "issue:28218|issue:34567", "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:45406|issue:46121", "issue:15354|issue:38175", "issue:43540|issue:45200", "issue:43493|issue:43701", - "issue:45072|issue:45198", "issue:37428|issue:43957", - "issue:45200|issue:45823", - "issue:44186|issue:46192" + "issue:45072|issue:45198", + "issue:45200|issue:45823" ], - "prepared_review_unit_hash": "728db3b73accc471bde1aff0610fe0262f946e6adeeeee5146a1fa557221ee9b", + "prepared_review_unit_hash": "fdfabab66f62cbef4d604927de899aaf19194fce308133cf6b20ea8d42b1976a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35640, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "soft_pair_count": 27, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs only share broad subsystems or superficial wording, not the same concrete bug/change. I would not merge any of the suggested pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, serving, loading, quantization, and CI bugs.", - "canonical_pr_reason": "No pull requests are present in the provided cluster.", - "best_issue_reason": "No clear global best issue exists because there is no coherent duplicate group to anchor.", - "best_pr_reason": "No pull requests are present in the provided cluster.", + "summary": "These items are mostly unrelated standalone issues. I did not find any soft-edge pair that clearly describes the same underlying bug/change, so no pair is accepted. The most representative issue in the set is the high-activity Gemma4 CUDA OOM report.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45229 has the highest discussion activity and is a concrete, high-impact runtime failure with a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 is the strongest standalone issue here: detailed, user-visible, and widely discussed.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different loading regressions: one is StableLmConfig pad_token_idx fallout, the other is init_empty_weights rejecting an unexpected argument." + "reason": "Both involve Transformers 5.0 loading regressions, but one is a StableLmConfig field issue and the other is an init_empty_weights argument mismatch; different bugs." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different model families and failures; one is a position-id key issue, the other is a CLIP text model structure change." + "reason": "Gemma4 text-only token defaults vs multi-GPU CUDA OOM are different failure modes and code paths." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device-mismatch forward bug; not the same code path." + "reason": "A failing Janus test and a PEFT version pin problem are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A CPU-offload device mismatch bug and a stale CI test failure are not the same underlying issue." + "reason": "CPU offload device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id errors are not clearly the same as the CLIP text-model structure regression." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Unrelated bugs: legacy field loading for Beit semantic segmentation versus BigBirdTokenizer special-token registration." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated tokenizer/model bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during inference is different from a PLE device-placement mismatch during forward." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Different generation problems: compiled-forward chunked generation inconsistency versus Whisper empty-transcription handling." + "reason": "Compiled forward chunked generation and Whisper empty-transcription handling are distinct generation bugs." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 incorrect outputs and a generic unexpected key with position id are not the same defect." + "reason": "SigLIP2 inference nonsense and a generic position-id key warning do not match as the same defect." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both mention quantization/offloading, but one is an offload behavior bug and the other is a save/load regression for sinq quantization." + "reason": "Quantization/offloading behavior and save/load corruption after sinq quantization are different issues." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Completely different topics: Flash Attention 2 test failures versus MLflow not being reported after a failed job." + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training failure." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Different code paths: flash_attention sink-less models crash on s_aux=None, while the other is quantized model persistence." + "reason": "Flash-attention import/runtime crash with sink-less models is not the same as sinq save/load breakage." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "One is a DeepSpeed/ZeRO-3 training stability issue; the other is a model-loading failure for Phi-4 multimodal." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not mergeable as one fix." + "reason": "DeepSpeed/ZeRO gradient anomalies and Phi-4 multimodal loading failures are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as SAM3 litetext memory overflow." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warnings and GPT-oss-20b CUDA OOM are unrelated." + "reason": "Local-path import warning and GPT-oss OOM are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a NoneType broadcast error in Trainer." + "reason": "Slow/fast tokenizer inconsistency and a Trainer GPU broadcast NoneType error are different code paths." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation JSON list typing are different bugs in different paths." + "reason": "Both are serve-related crashes, but one is a multimodal continuous-batching AttributeError and the other is KV-cache continuation tensor indexing." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "A compile-time template-node error and a Python 3.13 flash_attn import-key error are unrelated." + "reason": "Template-node compilation errors and Python 3.13 flash_attn import keys are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as a PyTorch version guard bug." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token and TrainerState.num_input_tokens_seen not updating are unrelated tokenizer/training issues." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "A correctness bug in MPS attention is not the same as an incorrect PyTorch version gate for an import." + "reason": "Gemma4Processor missing _tokenizer and rope-param list handling are separate bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 token-type defaults are different issues." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different classes of bugs." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same bug." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Flash-attention helper import failure and meta-device model loading breakage are different regressions." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Flash-attention import compatibility and meta-device model-loading failures are different loading problems." + "reason": "Bfloat16 dtype mismatch tests and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation, while the other is a return_tensors precedence issue." + "reason": "Defaulting mm_token_type_ids to zeros and device_map auto forward mismatch are separate Gemma4 problems." } ] }, @@ -8014,13 +8155,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 26, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8049,8 +8190,8 @@ "issue:43873", "issue:43950", "issue:43957", - "issue:43975", "issue:44112", + "issue:44186", "issue:44466", "issue:44521", "issue:44554", @@ -8074,19 +8215,20 @@ "issue:46512" ], "soft_pairs": [ - "issue:43232|issue:44849", - "issue:44521|issue:45290", + "issue:44186|issue:46192", "issue:43295|issue:43450", "issue:45823|issue:46192", + "issue:43232|issue:44849", "issue:43295|issue:44610", + "issue:44521|issue:45290", "issue:43295|issue:43873", - "issue:45381|issue:46209", "issue:43572|issue:44987", - "issue:44554|issue:45356", - "issue:39692|issue:46192", "issue:45520|issue:46178", - "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:44554|issue:45356", "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:45381|issue:46209", "issue:37428|issue:43824", "issue:44466|issue:45127", "issue:43450|issue:43575", @@ -8098,207 +8240,206 @@ "issue:42915|issue:43824", "issue:38175|issue:43493", "issue:43452|issue:46512", - "issue:43824|issue:43975", "issue:43653|issue:44112", - "issue:28218|issue:35141", - "issue:43278|issue:43856" + "issue:43278|issue:43856", + "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "73d2cff0d5b679448b1df866c241e380a386cfec8cf497aba965908713a1f0cd", + "prepared_review_unit_hash": "1bf673b8944801cca573461a46b51da95c9dbb43aeccf5a3a049dc429db1653b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36380, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "serialized_chars": 36386, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only look similar at the title level (tokenizers, model loading, multimodal/chat-template, config regressions, quantization, etc.). I would not merge any of the soft pairs; they are mostly false positives from broad semantic similarity.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43295 is the broadest and clearest regression report in the set, with concrete user-facing breakage around processor/tokenizer handling and multimodal inputs, so it is the most reasonable anchor for this mixed cluster.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues. The soft pairs mostly share broad surface areas (tokenizers, chat templates, loading, vision/video, config attrs) but not the same concrete bug, so there is no clear canonical duplicate target.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best representative issue overall because it is a direct regression report with a specific affected API surface and a plausible cluster theme (v5-era loading/processor regressions).", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation, the other is output_hidden_states on Qwen3.5." - }, - { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Both touch apply_chat_template, but one is assistant_mask being all zeros for multimodal inputs and the other is a crash on tool-call messages; not the same bug." + "reason": "Both involve tokenizer/input handling, but one is a LayoutLMv2 NER/padding crash and the other is return_tensors being ignored with text_kwargs; different code paths and failure modes." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different failure modes: processor.tokenizer/image passing regression versus batched video processor shape mismatch." + "reason": "Both are multimodal processor regressions, but one is about processor.tokenizer/image passthrough and the other is batched video output shape; not the same bug." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Unrelated APIs: Gemma4 device placement with device_map versus return_tensors being ignored when text_kwargs is passed." + "reason": "Device-mismatch in Gemma4 PLE forward is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and Qwen3.5 hidden-states output are separate generation/model-output bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom multimodal loading regression is unrelated to OmDet-Turbo returning 640px inputs instead of 224px." + "reason": "Processor/tokenizer passthrough regression and OmDet-Turbo image-size mismatch are different multimodal issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to offloading behavior under quantization." + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; distinct failures." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Different areas and symptoms: Qwen2.5-VL video position ids versus FP8 inference on B200." + "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are load-time failures, but they involve different models and likely different root causes." + "reason": "Missing pad_token_idx in StableLmConfig and a load failure for physical-intelligence/fast are not the same underlying defect." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec/warning regression." + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-system problems." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc example issues are unrelated to return_tensors being ignored in processor kwargs handling." + "reason": "SigLIP2 docs example issues and return_tensors/text_kwargs precedence are different problem classes." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression do not share a concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Both are backend/import mapping issues, but they concern different backends and different code paths." + "reason": "torch.compile+SDPA failure in Bamba and ZeRO-3 gradient growth are unrelated training/runtime bugs." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLm pad_token_idx regression is not the same as meta-device loading failures across some models." + "reason": "StableLmConfig pad_token_idx regression and meta-device loading failures are separate model-loading issues." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "torch.compile + SDPA bug is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different model/runtime problems." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Completely different import errors in different modules/models." + "reason": "Different ImportErrors involving different symbols and modules; no shared root cause is evident." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." + "reason": "Both mention tied weights, but one is inconsistent serialization and the other is LoRA merge collapse after vocab extension; not the same bug." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tensor-parallel OOM on a specific Qwen2 model." + "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." + "reason": "Perceiver interpolation failure and RT-DETR memory not released are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is not the same as the CLIPTextModel structure change." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 HF/JAX discrepancy are unrelated." + "reason": "Import warning for trailing-slash local paths and SigLIP2 HF/JAX discrepancy are unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing janus image-generation test is not the same as a stale num_return_sequences warning." + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same issue." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Similar missing-pad-token-id pattern, but different model families and no evidence of the same concrete bug." + "reason": "Both are missing pad_token_id attributes, but they affect different configs/models and likely different fixes." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3MoE is unrelated to Qwen2_5_VL import errors." + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities while the other describes a broader HF-vs-JAX discrepancy; not clearly the same concrete issue." + "reason": "SigLIP2 zero-probability behavior and HF-vs-JAX discrepancy are related to the same model family but not clearly the same concrete bug from the available evidence." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failures are unrelated to from_config(dtype=...) leaving config.dtype stale." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "ImportError for a missing class and incorrect detokenization are unrelated." + "reason": "gguf_file loading breakage and stale config.dtype after from_config are separate loading/API issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token bug is unrelated to a GraniteSpeech CI test issue." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device-override CI failure are unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different subsystems and different bugs." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are different problems." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." + "reason": "Tokenizer spacing after added token and post_init reinitializing output embeddings are not the same defect." } ] }, @@ -8312,13 +8453,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 27, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8338,8 +8479,10 @@ "issue:43611", "issue:43653", "issue:43819", + "issue:43824", "issue:43827", "issue:43901", + "issue:43975", "issue:44112", "issue:44206", "issue:44442", @@ -8351,10 +8494,8 @@ "issue:44743", "issue:44857", "issue:45083", - "issue:45127", "issue:45198", "issue:45200", - "issue:45245", "issue:45290", "issue:45325", "issue:45412", @@ -8372,231 +8513,231 @@ "issue:46512" ], "soft_pairs": [ + "issue:43824|issue:43975", + "issue:43526|issue:46192", "issue:45200|issue:45325", "issue:43388|issue:43526", - "issue:43526|issue:46192", "issue:44442|issue:45198", - "issue:41720|issue:46209", "issue:43262|issue:43450", "issue:45520|issue:46170", + "issue:41720|issue:46209", "issue:38175|issue:45412", "issue:43819|issue:44112", "issue:44561|issue:46234", - "issue:44206|issue:45584", - "issue:45759|issue:46285", - "issue:43827|issue:43901", "issue:44610|issue:44857", - "issue:45290|issue:46326", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:44206|issue:45584", "issue:43819|issue:45083", - "issue:44514|issue:44521", "issue:44857|issue:45593", "issue:43335|issue:43550", "issue:43611|issue:46402", - "issue:43606|issue:45083", + "issue:44514|issue:44521", "issue:37428|issue:43425", + "issue:43606|issue:45083", "issue:45759|issue:46512", "issue:29942|issue:32090", - "issue:44448|issue:44743", + "issue:45290|issue:46326", "issue:43335|issue:43653", - "issue:43550|issue:44112", - "issue:45127|issue:45245" + "issue:44448|issue:44743", + "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "bbf6eae8f19bf4c3f3cf4cd2365bd1be98b379a91b19e96dc1de0ae26ad3fa41", + "prepared_review_unit_hash": "75ef9f0d1d7e0b712b4d3513c140a16054b45f76277f3cedb0b8bcc77b29f441", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36382, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a loose collection of unrelated Transformers issues; there is no strong duplicate cluster. I found no soft-edge pair that appears to be the same underlying bug/change, so all candidate links should be rejected.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44521 is the best single representative to keep because it is a concrete, user-facing runtime bug in a currently active area (multimodal `apply_chat_template`) and has the most discussion/inbound attention among the set.", + "summary": "This set is heterogeneous: most items are unrelated bugs across different models, utilities, and processors. A few pairs share broad themes (especially chat_template/tokenizer behavior), but none look like the same concrete underlying defect.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44521 is the closest thing to a hub because it is broad, currently open, and in the same multimodal/chat_template area as the nearest neighboring issues, but it still does not duplicate them.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest issue to surface as the cluster representative: specific, reproducible, and likely to benefit from follow-up, unlike many of the other one-off platform/version regressions.", + "best_issue_reason": "issue:44521 is the best single representative of the cluster because it is the most general, discussion-heavy, and reference-linked issue among the loosely related chat_template items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Different models and different failures: defaulting `mm_token_type_ids` vs rope index scaling for still images." + "reason": "Different model families and failure modes: missing Qwen2.5-VL import vs incorrect detokenization for DeepSeek Coder." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Both concern labels, but one is metrics batching and the other is a fast image processor label reduction bug; not the same code-path." + "reason": "Unrelated processor bugs: BeitImageProcessorFast label reduction vs return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Unrelated behaviors: label reduction bug vs `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Both involve multimodal configuration, but one is mm_token_type_ids defaulting to zeros and the other is a rope/position-id scaling bug in Qwen2.5-VL." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Tokenizer loading failure vs save/tokenization failure for a different model family." + "reason": "Different code paths: gather_for_metrics batch-truncation logic vs BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Different hardware/runtime issues: auto device mapping assert on A800 vs FP8 inference failure on B200." + "reason": "Both are audio-tokenizer related, but they are different models and distinct failures: AutoTokenizer loading vs save_pretrained/tokenization breakage." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Different modalities and different bugs: audio chat template sampling-rate default vs batched video shape handling." + "reason": "Different modalities and bugs: audio apply_chat_template sample-rate default vs batched video processor output shapes." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/platform problems, but they affect different dependencies and platforms with different failure modes." + "reason": "Environment/import problems in different areas: flash_attn import key on Python 3.13 vs Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime failures, but on different models and hardware-specific causes; not the same concrete bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + "reason": "Completely different issues: unexpected zero probabilities in SigLIP2 vs RT-DETR memory release after deletion." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to the GraniteSpeech stale test failure." + "reason": "Different functionality: DAC latent reconstruction mismatch vs a stale CI device-override test in GraniteSpeech." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both involve missing import-utils symbols, but they are different symbols with different breakages and fixes." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Different audio bugs: unsupported feature-extractor arg vs Whisper empty-transcription handling." + "reason": "Both concern removed/added import_utils helpers, but they are different symbols and different breakages." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both touch model/config structure, but one is `from_config` text_config unwrapping and the other is CLIP class structure drift." + "reason": "Processor input-size mismatch for OmDet-Turbo vs float16 AMP crash in LwDetrImageLoss are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they document different APIs and different regressions." + "reason": "Both are docs issues about pipelines, but they target different documentation and different deprecated/changed behaviors." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different model families and failures: processor output size mismatch vs AMP/CUDA crash in loss computation." + "reason": "Different model-architecture problems: unwrapping text_config for Qwen multimodal configs vs CLIP text model structure inconsistency." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both are chat-template issues, but they describe different edge cases and different tokenizer stacks." + "reason": "Different audio/text processing bugs: unsupported center argument in LasrFeatureExtractor vs Whisper empty-transcription generation failure." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Completely different helpers and failure modes; no shared underlying bug is evident." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve `apply_chat_template`, but one crashes on batched padded input while the other returns zero assistant masks; too different to merge as duplicates." + "reason": "No overlap beyond general helper-function bugs; DAC latent conversion and qwen3_omni_moe feature-length calculation are distinct." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection-model bugs: float16 CUDA crash vs auxiliary losses not applied when denoising is off." + "reason": "Different detection/training bugs: AMP crash in LwDetrImageLoss vs D-FINE not applying auxiliary losses when denoising is off." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config bug vs Bamba SDPA/torch.compile failure; unrelated code paths." + "reason": "Different subsystems and fixes: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Different model-loading regressions with different root causes and affected models." + "reason": "Both are model-loading regressions, but they affect different mechanisms and model classes; not the same bug." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." + "reason": "Same general function area, but one is a batched padding=False crash while the other is all-zero assistant masks; not clearly one underlying defect." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both mention version compatibility, but one is a missing flash-attn import symbol and the other is a broad torch 2.10 incompatibility." + "reason": "Different release-compatibility failures: missing flash_attention helper import vs Torch 2.10 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different models: CPU offload device mismatch for bark-small vs feature-length helper behavior in qwen3_omni_moe." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Both are `from_config` issues, but one is missing `text_config` unwrapping and the other is stale `config.dtype`; not the same bug." + "reason": "Both involve configuration handling, but one is composite multimodal config unwrapping and the other is dtype propagation/stale config dtype." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and `_gpu_broadcast_one` NoneType errors are unrelated." + "reason": "Unrelated training/runtime failures: Flash Attention 2 test breakage vs NoneType passed to _gpu_broadcast_one." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Different model regressions: PEGASUS output drift vs recurrent state reset in Qwen3.5 modular code." + "reason": "Both touch chat-template/tokenizer behavior, but one is tool-call assistant messages with no content and the other is mistral_common continue_final_message logic." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Config-layer construction bug vs tokenizer special-token registration bug; no shared underlying defect." + "reason": "Completely different bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration/empty decode." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Bamba compile/SDPA failure and GraniteSpeech device-override test failure are unrelated." + "reason": "Different model behavior regressions: Pegasus output differences between v4/v5 vs Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "LoRA/extended-vocab model collapse is unrelated to the 2^24 categories runtime limit." + "reason": "Different areas entirely: Bamba SDPA compile failure vs GraniteSpeech stale device-override CI test." } ] }, @@ -8610,13 +8751,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 28, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8652,10 +8793,11 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:44977", "issue:45072", "issue:45083", + "issue:45127", "issue:45200", + "issue:45245", "issue:45290", "issue:45310", "issue:45381", @@ -8665,155 +8807,158 @@ "issue:45593", "issue:45823", "issue:45859", - "issue:45920", - "issue:46192", "issue:46234" ], "soft_pairs": [ "issue:44855|issue:45083", - "issue:37428|issue:44351", "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:45127|issue:45245", "issue:45200|issue:45588", "issue:43278|issue:43825", "issue:43819|issue:44493", - "issue:39692|issue:43526", "issue:29127|issue:32090", - "issue:44206|issue:45823", "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:44206|issue:45823", "issue:45588|issue:45859", - "issue:26413|issue:31501", "issue:43720|issue:44112", + "issue:26413|issue:31501", "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:45310|issue:45478", - "issue:39692|issue:44493", "issue:45459|issue:46234", - "issue:45290|issue:45381", + "issue:39692|issue:44493", "issue:34689|issue:35141", - "issue:44448|issue:44779", "issue:42490|issue:43854", "issue:43606|issue:44857", + "issue:44448|issue:44779", "issue:44360|issue:44561", - "issue:38175|issue:44493", + "issue:45290|issue:45381", "issue:44857|issue:45072", "issue:28218|issue:32090", - "issue:45920|issue:46192", + "issue:38175|issue:44493", "issue:43701|issue:45083", - "issue:40444|issue:43526", - "issue:44448|issue:44977" + "issue:40444|issue:43526" ], - "prepared_review_unit_hash": "d4d49d4813f721e1e01d6a4cae282a9e49d4d4a77d72f2906dc677c9c3ffcac2", + "prepared_review_unit_hash": "ef782da2a76d9411c85fc0840a9d86c0caf2697f519a8fb046923096528e079e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37189, - "estimated_input_tokens": 9298, - "estimated_eval_tokens": 18852 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "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 and regressions across tokenization, model loading, training, and model-specific edge cases. The only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` errors.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45310 is the clearer original report for the duplicated Qwen3.5 MoE `from_pretrained` regression, and issue:45478 is the later near-identical follow-up.", + "summary": "This cluster is mostly a set of unrelated issue reports; only one soft pair is a true duplicate. The duplicate is the repeated Qwen3.5 MoE `from_pretrained` regression on transformers>=5.4.0.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is the earlier, more detailed report of the same Qwen3.5 MoE `from_pretrained` regression as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best single representative because it is the clearest and earliest of the only exact duplicate pair in the set; the rest of the cluster is too heterogeneous to provide a stronger anchor.", + "best_issue_reason": "issue:45310 best represents the only confirmed duplicate topic in this cluster and has the more complete report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different failures: Python 3.13 import/`torch.jit` parsing vs a helper length calculation bug in `qwen3_omni_moe`." + "reason": "Different bugs: a Python 3.13 TorchScript parsing error vs a Qwen3 Omni helper-function behavior issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers config layer construction vs BEiT pretrained-model legacy field loading." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths." + "reason": "Both are import errors, but for different missing symbols and different release breakages." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Unrelated model/config bugs: sparse-layer construction vs legacy preset loading." + "reason": "LoRA/vocab tying collapse is unrelated to the 2^24 category limit runtime error." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different subsystems and symptoms: Gemma 4 text-only fine-tuning inputs vs flash-attention crash on `s_aux=None`." + "reason": "Gemma 4 text-only fine-tuning defaults are unrelated to flash-attention `s_aux=None` crashes." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different bug class: dtype drift in evaluation vs an incorrect pipeline error message." + "reason": "Embedding dtype drift in eval is unrelated to a pipeline translation error message regression." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different model logic issues: DAC latent reconstruction mismatch vs unexpected position-id keys." + "reason": "DAC latent mismatch and unexpected `position_ids` warnings are different model-specific failures." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Documentation/example errors vs a fast image processor label reduction bug." + "reason": "LayoutLMv3 box-validation messaging is unrelated to the Trainer `_gpu_broadcast_one` TypeError." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Different error surfaces: LayoutLMv3 box validation messaging vs Trainer GPU broadcast type error." + "reason": "Different subsystems: SwitchTransformers config vs Qwen3 Omni feature-length helper behavior." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Unsupported feature argument in an extractor vs a device-map mismatch in Gemma4 PLE." + "reason": "SigLIP2 docs/quantization issues are not the same as BEiT fast image-processor label reduction." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different model families and failures: SwitchTransformers sparse-layer config vs qwen3_omni feature-length helper behavior." + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5 MoE/attention, but one is a flash-attention `s_aux` crash and the other is CPU-offload rotary embedding incompatibility; not the same bug." + "reason": "Both involve Qwen/attention infrastructure, but one is a sink-less flash-attention crash and the other is CPU-offload incompatibility in rotary embeddings." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Resume-from-checkpoint iterator failure is not the same as a FineWeb training startup issue." + "reason": "BitNet loading/unpacking behavior and GraniteSpeech CI device-override failure are different issues." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different problems: packed BitNet weights during accelerate loading vs a stale CI device-override test." + "reason": "Resume-from-checkpoint epoch_iterator failure is not the same as FineWeb SLM training not starting." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No shared underlying bug; model config construction differs from a CI test failure." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a stale CI test in GraniteSpeech." }, { "left": "issue:43335", @@ -8825,103 +8970,91 @@ "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying Qwen3.5 MoE `from_pretrained` regression; the titles and failure mode match closely enough to be the same bug." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 example errors are unrelated to the position-id warning regression." + "reason": "Same concrete bug: identical Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Different import-utils/tokenizer issues with different missing/hidden symbols." + "reason": "Tokenizer protobuf exception handling and a missing import_utils feature flag are different problems." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different chat/template crash vs Qwen2.5-VL video position-id bug." + "reason": "SigLIP2 documentation errors are unrelated to widespread `position_ids` key warnings." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different model-loading regression vs embedding reinitialization after resize." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5-related output regressions, but they affect different models and code paths." + "reason": "Llama 3.2 Vision loading regression is unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning is unrelated to GLM-4.7 Flash model-loading failures." + "reason": "Trailing-slash path warning and GLM-4.7-Flash unit-test loading failure are not the same issue." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different device/precision issues in different models and components." + "reason": "CPU offload device mismatch in Bark and AMP/CUDA crash in LwDETR are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A discussion about a DSA indexer design issue is unrelated to the `is_torch_fx_available` removal regression." + "reason": "DSA indexer activation discussion is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Zero-probability outputs in SigLIP2 are not the same as unexpected position-id keys." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video `vision_position_ids` issues are different code paths." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different numerical/device mismatches in different models; no shared concrete code path." + "reason": "Different numeric/mixed-precision failures in different models." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast failures." + "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast TypeError." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Wrong token IDs in multiple tokenizers is not the same bug as `return_tensors` being ignored." + "reason": "SigLIP2 zero-probabilities issue and unexpected `position_ids` keys are different regressions." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Both mention training/model utilities, but they are different failures with no shared code path." + "reason": "Checkpoint key mismatch and Qwen3 Omni feature-length helper behavior are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different v5 regressions affecting different models; not the same underlying defect." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BEiT image-processor label reduction." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The lone accepted pair, issue:45310 and issue:45478, is supported by the identical title and high similarity score, with the earlier report correctly chosen as canonical." + "feedback": "The output is well grounded in the packet and stays conservative on the soft edges. The lone accepted pair, issue:45310 and issue:45478, has identical titles and clearly describes the same Qwen3.5 MoE `from_pretrained` regression. The remaining pair judgments are appropriately cautious false positives rather than overclaims." }, "evaluator_used": true, "retried": false, @@ -8932,13 +9065,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 29, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -8979,7 +9112,6 @@ "issue:45229", "issue:45245", "issue:45372", - "issue:45406", "issue:45440", "issue:45491", "issue:45563", @@ -8987,242 +9119,258 @@ "issue:45698", "issue:45803", "issue:45823", + "issue:45920", + "issue:46192", "issue:46209", "issue:46399" ], "soft_pairs": [ + "issue:45920|issue:46192", "issue:32090|issue:33357", - "issue:44977|issue:45229", "issue:29942|issue:35141", + "issue:44977|issue:45229", "issue:43550|issue:45083", - "issue:43746|issue:46209", + "issue:44448|issue:44977", "issue:44855|issue:46399", "issue:42490|issue:43575", "issue:43927|issue:45698", - "issue:27957|issue:34689", + "issue:43746|issue:46209", "issue:10000|issue:15354", + "issue:27957|issue:34689", "issue:37428|issue:44987", - "issue:44561|issue:44779", "issue:43278|issue:43329", "issue:44857|issue:45588", + "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:43278|issue:43381", - "issue:41720|issue:45229", "issue:44977|issue:45563", - "issue:44568|issue:45491", - "issue:43976|issue:45440", - "issue:44448|issue:44466", + "issue:41720|issue:45229", "issue:45588|issue:45823", - "issue:25251|issue:32090", - "issue:45372|issue:45588", - "issue:45198|issue:45803", + "issue:43976|issue:45440", + "issue:44568|issue:45491", "issue:43412|issue:45588", + "issue:25251|issue:32090", "issue:32090|issue:33290", - "issue:45372|issue:45406", - "issue:45245|issue:45563" + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:45245|issue:45563", + "issue:42490|issue:43873" ], - "prepared_review_unit_hash": "6528ee15c5baaa6cc9446c5c2ab23ce1d03c92a2fbc2784cf91d2185f55f3a9e", + "prepared_review_unit_hash": "a785b6ae6228baee622380d27735825313b58be76b4d1701160f2f98982f48de", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36037, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad themes (Transformers model loading, flash-attn, serialization, OOMs) but not the same concrete bug. I would not merge any of the proposed soft edges.", + "summary": "The set is a collection of unrelated Transformers issues, mostly model- or feature-specific regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The broadest and most representative issue is the v5 tokenizer regression in issue 45920.", "confidence": 0.93, - "canonical_issue_reason": "No clear canonical duplicate target; the items span unrelated regressions and model-specific failures rather than one underlying bug.", + "canonical_issue_reason": "Issue 45920 is the broadest, most central regression report in the set: it affects AutoTokenizer across multiple model families, has inbound references, and captures a general v5 tokenization breakage rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the strongest standalone anchor here because it has inbound references and an active discussion around a specific Gemma 4 processor-loading regression.", + "best_issue_reason": "Issue 45920 is the strongest standalone issue candidate because it is open, widely scoped, and likely to attract/anchor related tokenizer-regression discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Different failures in different environments: Trainer GPU broadcast NoneType vs MacOS bus error on a community CLIP model." + "reason": "Both concern tokenizer/pipeline behavior, but one is a broad wrong-token-IDs regression across multiple models while the other is a specific return_tensors/text_kwargs interaction; different underlying bugs." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Both involve inference issues, but one is a flash-attention generation bug and the other is a multi-GPU CUDA OOM." + "reason": "Different failure modes and code paths: Trainer/_gpu_broadcast_one NoneType error versus a MacOS bus error loading a community CLIP model." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token-embedding resizing reinitialization in post_init." + "reason": "Flash Attention 2 test failures and post_init reinitializing tied embeddings are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a Gemma4 multi-GPU CUDA OOM. Different models and symptoms." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a helper length-calculation bug in qwen3_omni_moe." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function behavior." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is a different problem than FP8 inference failing on B200." + "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/script-related failures, but the root causes and affected code paths are different models and different errors." + "reason": "Both mention decorator-related registration/import issues, but one is a Python 3.13 IndentationError in DebertaV2Model while the other is a missing-decorator ValueError for Qwen3.5 kernels; not the same concrete bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A path-trailing-slash import warning is unrelated to a tensor-parallel OOM while loading Qwen2-57B." + "reason": "Trailing-slash local-path import warning and Qwen2 tensor-parallel OOM are unrelated." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both are save/load regressions, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "Both involve save/load flows, but one loses custom token IDs in config while the other loads the wrong custom module after save_pretrained; different mechanisms." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Flash Attention 2 with XLM-Roberta is not the same issue as Llama 3.2 Vision model loading breaking in v4.46.2." + "reason": "Local checkpoint loading for GraniteSpeech PEFT adapters is unrelated to FP8 inference failure on B200." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel error and GeneratorExp torch.jit.script export failure are unrelated model/export problems." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Missing flash-attention utility import and a transformers>=5.1.0 model-loading failure do not describe the same bug." + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading failures are different model-specific regressions." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer behavior in v5." + "reason": "An import error for a missing flash-attention helper and a model load failure in transformers>=5.1.0 are too underspecified to treat as the same bug." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to a multimodal token-count helper using undefined video-specific symbols." + "reason": "Embedding dtype drift during evaluate and an undefined-name bug in multimodal token counting are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are different code paths and failures." + "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention AttributeError on s_aux=None are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM may both be memory-related, but they are not the same concrete bug." + "reason": "Quantization offloading not working and Gemma4 multi-GPU CUDA OOM are both memory-related at a high level but not the same underlying bug." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as embedding dtype changing between train and eval." + "reason": "Embedding dtype mismatch in evaluate is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure mode from Gemma4 multi-GPU OOM." + "reason": "Flash-attention generation failure and a stale num_return_sequences warning in paged generate() are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation crash and a stale num_return_sequences warning are not the same underlying change." + "reason": "Auto device mapping cudaErrorAssert for Qwen3 and Gemma4 multi-GPU OOM are different failure modes." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated bugs." + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different bugs, even though both touch model execution." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility issue in Transformers 5.1.0 is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Different output regression for Pegasus and lm_head.weight serialization inconsistency are distinct v5 regressions." + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings are different bugs." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None is separate from Gemma4 PLE device mismatch under device_map=auto." + "reason": "Executorch export failure for Gemma3n and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to a Trainer broadcast NoneType error." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor loading import failure and flash_attention.py s_aux=None crash affect different components and code paths." + "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are not the same defect." + "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different issues." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Executorch export failures in gemma3n are unrelated to flash_attention.py sink-less model crashes." + "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization inconsistency are both v5 regressions but not the same concrete bug." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Trainer GPU broadcast NoneType and AdaFactor+DeepSpeed OOM are different runtime failures." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." }, { "left": "issue:45372", - "right": "issue:45406", + "right": "issue:45588", "accept": false, - "reason": "Both touch Gemma4 processor loading, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve." + "reason": "Gemma4 processor loading import error and flash_attention s_aux=None crash are different problems." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit RuntimeError is unrelated to the stale paged generate warning." + "reason": "Category-count limit error and stale generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash path import warning and quantization offloading issue are unrelated." } ] }, @@ -9236,13 +9384,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 30, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9269,7 +9417,6 @@ "issue:43701", "issue:43756", "issue:43824", - "issue:43873", "issue:43994", "issue:44186", "issue:44206", @@ -9285,6 +9432,7 @@ "issue:45072", "issue:45198", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -9296,280 +9444,250 @@ "issue:46369" ], "soft_pairs": [ - "issue:43653|issue:44743", - "issue:42490|issue:43873", + "issue:45372|issue:45406", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:44206|issue:44479", "issue:43611|issue:46121", + "issue:43653|issue:44743", "issue:43065|issue:45412", - "issue:43065|issue:43994", + "issue:44206|issue:44479", "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43065|issue:43994", + "issue:44186|issue:45198", "issue:44871|issue:44977", "issue:43278|issue:43575", + "issue:43381|issue:43701", "issue:45459|issue:45712", "issue:29942|issue:30064", - "issue:43381|issue:43701", "issue:45412|issue:46369", "issue:43994|issue:45412", + "issue:43756|issue:45440", "issue:45372|issue:45459", "issue:44265|issue:45198", - "issue:43756|issue:45440", - "issue:43066|issue:44462", "issue:43653|issue:44442", - "issue:43421|issue:45491", + "issue:43066|issue:44462", "issue:27957|issue:29942", "issue:29127|issue:33357", "issue:45440|issue:45593", - "issue:43994|issue:46369", + "issue:43421|issue:45491", "issue:43526|issue:45834", + "issue:43994|issue:46369", "issue:29127|issue:35141", "issue:43575|issue:43701", "issue:43526|issue:44186", + "issue:42490|issue:43381", "issue:43824|issue:44279", - "issue:44442|issue:45072", - "issue:42490|issue:43381" + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "d683b01a578a690deed15737f30e283dee3684ed72daa8ec869d141e31c98ff2", + "prepared_review_unit_hash": "6385c9abb5d5afb11a48f2893a6be0a899cbac43a266daa8a382a5f4ed526251", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38121, - "estimated_input_tokens": 9531, - "estimated_eval_tokens": 19318 + "serialized_chars": 38171, + "estimated_input_tokens": 9543, + "estimated_eval_tokens": 19342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly adjacent Hugging Face regressions and tokenizer/model-loading issues, but none of the soft pairs look like the same concrete bug or change. The best representative issue is the quantization/offloading report because it is the broadest and most referenced item in the set.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43873 is the broadest, most discussed report here and has the strongest external signal, so it is the best representative issue for the cluster.", + "summary": "This cluster is a loose collection of unrelated Transformers issues that only share superficial vocabulary (loading, tokenizers, flash attention, memory, etc.). None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is not a duplicate set, just many unrelated bug reports with overlapping terminology.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most general and highest-traffic issue in this mixed set, making it the most suitable global issue representative.", + "best_issue_reason": "No strong global best issue; none is broad or central enough to safely represent the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token decoding vs Qwen3.5 recurrent-state reset." - }, - { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Local-model path import warning is unrelated to quantization/offloading behavior." + "reason": "Different Gemma 4 failures: mistral_common import error vs missing _tokenizer in serve." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs/example mistakes are different failure modes." + "reason": "Different models and symptoms: MacOS bus error vs doc example mismatch/quantization failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging vs TrainerState token counting are unrelated." + "reason": "One is error-message clarity, the other is a trainer token counter not updating." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "MLukeTokenizer task failure and Wav2Vec2 save/tokenization failure are different code paths." + "reason": "Different loading/config bugs: base_model_prefix regression vs rope-validation TypeError." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to Qwen recurrent-state cache resetting." + }, + { + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "LayoutLMv2 NER/padding crash does not match Wav2Vec2 save_pretrained/tokenization issues." + "reason": "Dummy Conv2d placeholder issue vs RT-DETR memory leak; not the same bug." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature-extractor arg in Lasr vs Qwen video-input regression are unrelated." + "reason": "Unsupported center arg crash in LasrFeatureExtractor is unrelated to Qwen video regression." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to rope-parameter JSON type handling." + "reason": "FP8 config failure in Qwen3Moe vs quantized model saving failure are different code paths." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is not the same as RT-DETR memory release/leak behavior." + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3 pixel-decoder placeholder class and SigLIP2 nonsensical outputs are different issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as quantized model saving failure." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos-token mismatch and Qwen3.5 flash-attention generation regression are unrelated." + "reason": "Gemma-3 EOS config mismatch and Qwen3.5 flash-attention generation are different problems." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "dtype drift in eval is not the same as tp loading OOM." + "reason": "Embedding dtype drift in eval mode is unrelated to tp loading OOM for Qwen2-57B-A14B." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking and leftover dummy classes are different maintenance problems." + "reason": "Protobuf-related tokenizer error masking is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "eval-mode gradient checkpointing restriction is different from resume_from_checkpoint key mismatch." + "reason": "Flash Attention 2 test failures are not the same as void segmentation-map processing failure." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR deletion memory handling and Sam3LiteText memory overflow are separate model-specific memory issues." + "reason": "Both mention memory, but RT-DETR memory release and sam3-litetext overflow are different models and failure modes." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output corruption is not the same bug as RT-DETR memory cleanup." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different architectural bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "mistral_common import error for Gemma 4 loading is unrelated to protobuf decode-error masking." + "reason": "Gemma 4 processor loading import error is unrelated to protobuf-hidden tokenizer decode errors." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export/exportability failure is not the same as Wav2Vec2 save/tokenization failure." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation bugs." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are related to tokenizers broadly but not the same concrete defect." + "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure do not share a concrete code path." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer failures." + "reason": "Tokenizer special-token decode bug and AutoTokenizer failing to load a tokenizer class are different issues." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "runtime post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct loading/serialization problems." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same bug." + "reason": "Both mention Flash Attention 2, but one is support for XLMRoberta and the other is failing tests." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error have no concrete overlap." + "reason": "Unclear error message for LayoutLMv3 boxes vs MacOS bus error on a CLIP model." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation drift and D-FINE auxiliary-loss handling are unrelated." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "SigLIP2 inference corruption and Sam3LiteText memory overflow are different symptoms and code paths." + "reason": "Runtime post-processor update bug and Gemma3 NaN embeddings have different causes and code paths." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are different problems." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Qwen2-57B-A14B-Instruct tp OOM and checkpoint resume key mismatch are not the same failure." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast label handling and LayoutLMv2 tokenizer crashes are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2_5_VL import error and generic dependency issue do not match as one bug." + "reason": "Qwen2_5_VL import error and a generic dependency issue are not the same bug." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in inference are different issues." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "path-trailing-slash import warning is unrelated to eval-mode gradient checkpointing." + "reason": "AutoTokenizer loading failure and dtype mismatch in inference are unrelated." } ] }, @@ -9583,13 +9701,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 31, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9643,231 +9761,231 @@ "issue:46399" ], "soft_pairs": [ - "issue:43575|issue:44387", "issue:42915|issue:43931", - "issue:43761|issue:45859", - "issue:46121|issue:46399", - "issue:43334|issue:43531", + "issue:43575|issue:44387", "issue:43526|issue:44857", - "issue:44977|issue:45245", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43761|issue:45859", "issue:27957|issue:29127", + "issue:44977|issue:45245", "issue:43262|issue:44206", - "issue:44464|issue:45491", "issue:27957|issue:33290", "issue:45588|issue:45600", - "issue:43646|issue:44077", + "issue:44464|issue:45491", "issue:33290|issue:34689", - "issue:44743|issue:44811", + "issue:43646|issue:44077", "issue:33290|issue:35141", "issue:33290|issue:34567", "issue:43381|issue:43873", + "issue:44743|issue:44811", "issue:44442|issue:44898", "issue:45003|issue:45440", - "issue:44062|issue:45907", "issue:42490|issue:44743", - "issue:43723|issue:45479", + "issue:44062|issue:45907", + "issue:34689|issue:43611", "issue:43316|issue:43525", "issue:42175|issue:46234", - "issue:34689|issue:43611", + "issue:43723|issue:45479", "issue:43720|issue:44442", "issue:43761|issue:44079" ], - "prepared_review_unit_hash": "c66a3a262e8bf4038c9fd487c31e7f2ac6d3abb80fe041c7a9e065f2173390d1", + "prepared_review_unit_hash": "68854c668b5c7930d32e9d71652ed64e73cfcd8f2ee3b4ecaec41dd5e7bba2b4", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36116, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 36118, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues do not form one duplicate cluster; they span many unrelated bugs/regressions across different models and subsystems. If a representative is needed, #43873 is the strongest hub-like issue due to activity and inbound references, but it is not a true umbrella duplicate.", - "confidence": 0.92, - "canonical_issue_reason": "#43873 is the best representative of the set: it is open, highly discussed, has inbound references, and addresses a broadly impactful quantization/offloading regression. That said, the overall item set is heterogeneous, so there is no single true canonical duplicate issue.", + "summary": "These items are mostly unrelated issue reports; the soft pairs share themes (Qwen, OOM, loading, processors, etc.) but not the same concrete bug. The strongest standalone representative is the open, broadly scoped quantization/offloading issue with external references.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43873 is the most central and broadly scoped item here, with the most discussion and inbound references, so it best represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the strongest issue to surface as the cluster representative because it has the highest practical signal (discussion, inbound refs, ongoing impact).", + "best_issue_reason": "issue:43873 is the best standalone issue candidate because it is active, externally referenced, and describes a broader cross-cutting failure mode rather than a narrow model-specific regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth; different failure modes and code paths." - }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different models and errors: Qwen3-MoE FP8 config failure vs Qwen3-VL weight-shape mismatch on load." + "reason": "Both are Qwen model failures, but one is a FineGrainedFP8Config issue and the other is a weight-shape mismatch during model loading; different root causes." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs Qwen3_5 MoE rotary embedding CPU offload incompatibility." + "reason": "Both mention OOM, but one is tensor-parallel loading OOM for a Qwen model and the other is increased reserved memory under int4 quantization; not the same bug." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both involve RoPE-related code, but one is a validation TypeError in config parsing and the other is a missing decorator registration error for kernels; not the same bug." + "reason": "These affect different components: BeitImageProcessorFast label reduction vs. LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different problems in Qwen models: missing pad_token_id during load vs sliding-window behavior in MoE models." + "reason": "Both involve Qwen variants, but one is a missing pad_token_id on load and the other is a sliding_window behavior issue in MoE models." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Different components and symptoms: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Both touch RoPE-related code, but one is a TypeError from JSON-loaded lists and the other is a missing decorator for rotary-pos-emb registration." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Flash-attention generation bug vs categorical cardinality limit error; no shared underlying code-path." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE CPU-offload incompatibility are unrelated code paths." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Different model families and different issues: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box-validation error messaging." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated issues." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is an unsupported `center` argument in a feature extractor." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the category-count runtime limit error." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from mixed-length sliding-window attention." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported argument passed by LasrFeatureExtractor." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to AdaFactor/DeepSpeed OOM behavior." + "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are different bugs with no shared code path." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Different areas entirely: flash_attention sink-less-model crash vs stale auto_mappings reference causing CI breakage." + "reason": "One is a flash_attention AttributeError on sink-less models; the other is stale auto_mappings references breaking CI." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "General custom model initialization breakage is not the same as PatchTSMixer's post_init validation change." + "reason": "Chunked generation with compiled forward and Gemma3 sliding-window NaNs are different generation/attention failures." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 vision model loading regression." + "reason": "An optimizer memory OOM and a model-loading regression for Llama 3.2 Vision are not the same problem." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Different functionality: Qwen3.5 recurrent-state caching bug vs Whisper batch_decode skip_special_tokens handling." + "reason": "Custom model initialization breakage in v5 and patchtsmixer post_init policy are related only at a high level, not the same concrete bug." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Both can involve memory or model setup, but one is optimizer/deepspeed OOM and the other is token-embedding reinitialization after resize." + "reason": "OOM during training and embedding reinitialization after resize are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "No shared bug: optimizer OOM in DeepSpeed vs TrainerState token counter not updating." + "reason": "Optimizer-induced OOM is unrelated to TrainerState token accounting." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and quantization offloading issues are different behaviors with different fixes." + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are separate issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5 MoE and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are unrelated." + "reason": "Tokenizer loading and Perceiver image-classification resolution handling are different subsystems and failure modes." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is a different code-path from DeepseekV3MoE divergence from the remote implementation." + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are unrelated." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." + "reason": "Local-path import warning and recurrent-state reset are not the same underlying bug." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent state reset under cache." + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence-classification behavior are different regressions." + "reason": "Both are v5 loading regressions, but they describe different breakages and likely different code paths." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to Llama4Config missing pad_token_id during load." + "reason": "Both are config-attribute discrepancies, but one is Gemma3TextConfig API mismatch and the other is Llama4Config missing pad_token_id." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Dependency/backend installation issue is unrelated to a missing import_utils availability helper." + "reason": "Packaging TensorFlow extras and a missing import_utils symbol are unrelated." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Model loading breakage for a specific vision model is not the same as the broader base_model_prefix loading regression." + "reason": "Tokenizer loading in v5 and single-label classification loss degeneracy are unrelated issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading and AutoTokenizer failing on a specific tokenizer are different problems." + "reason": "BitNet packed-weight loading and AutoTokenizer failure are entirely different code paths." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression does not match ModelOutput key assignment when a prior value was None." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment with prior None are different bugs." } ] }, @@ -9881,13 +9999,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 32, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -9949,209 +10067,209 @@ "issue:44987|issue:46178", "issue:42907|issue:45698", "issue:44442|issue:45803", - "issue:42796|issue:45290", "issue:43873|issue:44871", - "issue:43749|issue:43931", "issue:43316|issue:45759", + "issue:43749|issue:43931", "issue:43701|issue:46506", + "issue:44855|issue:45137", "issue:44464|issue:46421", "issue:43643|issue:44913", "issue:44190|issue:44496", - "issue:44855|issue:45137", "issue:46234|issue:46291", - "issue:25251|issue:28282", - "issue:43295|issue:43825", + "issue:42796|issue:45290", "issue:43550|issue:43701", + "issue:25251|issue:28282", "issue:42617|issue:43575", + "issue:43295|issue:43825", "issue:43606|issue:43701", "issue:43575|issue:43742", "issue:27957|issue:32090", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "123199ede5441dc1c4ff64dc45f019b2845e4a26ab811e15c794692287ef9fa9", + "prepared_review_unit_hash": "cc02ef70d5bb019bababc792f36de79c8e9cd65f7ba93a7984aedcd02d5b617e", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35522, - "estimated_input_tokens": 8881, - "estimated_eval_tokens": 18018 + "serialized_chars": 35528, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is semantically broad and the soft edges mostly connect unrelated issues that happen to share high-level Transformers terminology; none look like true duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, configs, docs, and distributed training, so one issue would not safely represent the cluster.", + "summary": "This set is a heterogeneous grab-bag of unrelated Transformers issues (model loading, generation, quantization/offload, tokenizer behavior, config serialization, docs). I do not see any true duplicate pair; the soft matches are mostly broad-topic false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical: the items span many different bugs and code paths, so none safely subsumes the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for duplicate triage; the cluster is heterogeneous and none of the issues is a safe representative for the others.", + "best_issue_reason": "No single issue is representative enough to anchor the cluster, because the apparent similarity is mostly surface-level (same library / same subsystem) rather than the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different problems: model option validation for patchtsmixer vs a video-input regression in Qwen VL models." + "reason": "Different bugs: optional post_init validation in PatchTSMixer vs a video-input regression in Qwen multimodal models." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different code paths: generation kwargs sync after GPU sync vs gather_for_metrics dropping tuple labels." + "reason": "Different code paths: generation kwargs sync after sync_gpus vs gather_for_metrics dropping tuple labels in the last batch." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different symptoms and layers: CLIPVision hidden_states regression vs torch.compile attention-kernel divergence." + "reason": "Both touch torch.compile, but one is CLIPVisionModel hidden_states regression and the other is attention-kernel branching divergence." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Different concerns: SigLIP2 implementation parity vs stale docs referencing removed pipeline APIs." + "reason": "Model parity bug vs docs cleanup: SigLIP2 HF/JAX discrepancy is unrelated to pipeline docs referencing removed v5 APIs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are loading/saving issues, but one is a weight-shape mismatch and the other is a save_pretrained regression." + "reason": "Different failure modes: Qwen3-VL load-time shape mismatch vs Qwen3.5 save_pretrained producing incorrect checkpoints." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Unrelated failures: loading a specific model vs backend registry handling for tensorflow_text." + "reason": "One is a specific model load regression; the other is a backend registration/import error for tensorflow_text." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Different save/load bugs: dequantized model saving vs wrong custom module resolution after save_pretrained." + "reason": "Both involve save/load, but one is dequantized Ministral/Devstral saving and the other is wrong custom-module resolution after save_pretrained." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Different subsystems: tokenizer class loading vs tensor conversion error swallowing exceptions." + "reason": "Tokenizer loading failure vs tensor conversion exception handling; not the same underlying bug." }, { - "left": "issue:42796", - "right": "issue:45290", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Different tokenizer bugs: BPE marker handling vs chat template/tool-call tokenization crash." + "reason": "Quantization/offload behavior bug vs Gemma eos_token_id config inconsistency." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Different issues: quantization/offloading behavior vs mismatched eos_token_id config." + "reason": "Different config issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config for composite Qwen configs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different load failures: FSDP CPU RAM efficient loading vs model weight-shape mismatch." + "reason": "FSDP CPU RAM-efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Different API mismatches: Gemma3TextConfig inconsistency vs AutoModel config unwrapping for Qwen multimodal configs." + "reason": "Checkpoint-resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Different bug classes: checkpoint key mismatch vs CPU/CUDA numerical divergence." + "reason": "Python 3.13 import/IndentationError in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Related to chunked generation, but one is incorrect outputs and the other is spurious recompilation; not the same bug." + "reason": "Both mention chunked generation/compile, but one is inconsistent outputs and the other is recompilation from cache lazy init." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Different config persistence issues: missing fields with trust_remote_code vs rotary_pct resetting on reload." + "reason": "Both are config reload issues, but trust_remote_code field loss and GPTNeoX rotary_pct reset are distinct defects." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different failures: local dataset loading in a training script vs unrecognized model/config loading." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Different layers entirely: Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 runtime deque error." + "reason": "Local dataset script failure vs model-type/config loading error; unrelated." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different import failures: missing availability helper vs kernels dependency requiring version/revision." + "reason": "Missing availability helper in import_utils is unrelated to pipelines import breaking on kernels version/revision requirements." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:42796", + "right": "issue:45290", "accept": false, - "reason": "Different bugs: pipeline output nesting behavior vs missing PyTorch dependency on AutoModel import." + "reason": "Tokenizer BPE-marker handling and chat-template tool-call tokenization are different bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs an incorrect v5 error message about translation tasks." + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Different code paths: torch.compile+SDPA model failure vs checkpoint resume key mismatch." + "reason": "Pipeline top_k nesting behavior has nothing to do with missing PyTorch dependency import errors." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both involve parallelism, but one is a 3d_parallel.py runtime failure and the other is TP-related OOM on a specific model." + "reason": "Generic 3d_parallel.py runtime problem vs OOM when tensor-parallel loading Qwen2-57B; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "v5 regression in custom processor/tokenizer code vs an incorrect pipeline error message about translation support." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different load-time problems: tensor-parallel OOM vs key error while loading another model." + "reason": "OOM during TP loading a large Qwen model vs key error loading MobileLLM; different loading failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different domains: Flash Attention 2 support for XLMRoberta vs a Trainer distributed broadcast NoneType error." + "reason": "Flash Attention model support issue vs Trainer broadcast NoneType error; unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Unrelated topics: a model_max_length question vs a missing transformers.onnx module import." + "reason": "DeBERTa model_max_length question is unrelated to an import error for transformers.onnx." } ] }, @@ -10165,13 +10283,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 33, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -10186,6 +10304,8 @@ "issue:43452", "issue:43475", "issue:43504", + "issue:43525", + "issue:43531", "issue:43540", "issue:43572", "issue:43646", @@ -10202,14 +10322,12 @@ "issue:44534", "issue:44610", "issue:44617", - "issue:44734", "issue:44743", "issue:44792", "issue:44871", "issue:44913", "issue:45127", "issue:45200", - "issue:45406", "issue:45542", "issue:45584", "issue:45632", @@ -10226,21 +10344,21 @@ ], "soft_pairs": [ "issue:43316|issue:43716", - "issue:43295|issue:44871", - "issue:42175|issue:43316", - "issue:44610|issue:46369", - "issue:45632|issue:46424", - "issue:45803|issue:46365", + "issue:43295|issue:44871", + "issue:42175|issue:43316", "issue:44871|issue:45584", + "issue:45803|issue:46365", "issue:44077|issue:44534", - "issue:43650|issue:46202", - "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45632|issue:46424", "issue:44162|issue:44792", + "issue:43650|issue:46202", "issue:43065|issue:44617", + "issue:43540|issue:44514", "issue:45803|issue:46170", - "issue:41950|issue:43475", "issue:43646|issue:44913", "issue:44871|issue:46050", + "issue:41950|issue:43475", "issue:43452|issue:44496", "issue:43404|issue:43441", "issue:43761|issue:44479", @@ -10250,199 +10368,192 @@ "issue:43673|issue:44743", "issue:43504|issue:45698", "issue:45542|issue:46234", - "issue:44734|issue:45406", - "issue:44617|issue:45584" + "issue:43525|issue:43531" ], - "prepared_review_unit_hash": "8fb96403fb04a538a461c363e1e5196ca9f274e683d955259041b19f2a9a5cc7", + "prepared_review_unit_hash": "b34321075d8d63b5cd77e9e38a31e5e27c1045350146d3499735712b9c86b495", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35842, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "soft_pair_count": 26, + "serialized_chars": 35461, + "estimated_input_tokens": 8866, + "estimated_eval_tokens": 17988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports with some surface similarity around loading, cache, processor, and multimodal regressions. None of the proposed soft pairs look like the same underlying issue closely enough to merge as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45698 is the broadest and most reusable anchor in the set because it concerns a general save/load custom-module regression; however, it is still not a true duplicate of most other items in this cluster.", + "summary": "This cluster is mostly a loose thematic group of unrelated Transformers regressions and API issues; the pairwise similarities are mostly superficial (loading, config, cache, vision/video, or generation). I found no convincing duplicate PRs, and none of the soft-edge pairs look mergeable as the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45698 is the best single representative because it is open, broadly impacts from_pretrained/save_pretrained custom-module loading, and has the widest reuse potential among the open issues in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best single issue to center triage around: it is open, actively discussed, and describes a general from_pretrained/save_pretrained failure mode that could subsume nearby custom-loading reports if more evidence appears.", + "best_issue_reason": "Issue 45698 is the strongest global representative: it describes a concrete, user-facing loading regression with broad custom-model impact and likely ties to multiple downstream reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different failures: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + "reason": "Both are model-family regressions, but one is a Gemma config/API discrepancy and the other is a Mistral-3 dtype mismatch; different code paths and fixes." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is a processor.tokenizer regression; the other is an eos_token_id config inconsistency in Gemma-3." + "reason": "Processor/tokenizer regression vs EOS-token configuration inconsistency; related to multimodal processing, but not the same bug." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Unrelated: backend/package installation issue vs model config API discrepancy." + "reason": "Backend dependency packaging issue is unrelated to a Gemma config API discrepancy." }, { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "Different model families and symptoms: processor image size mismatch vs SAM3 LiteText memory overflow." - }, - { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both mention cache, but one is cache path collision and the other is max_cache_length behavior; not the same bug." + "reason": "Gemma EOS-token config mismatch and Whisper empty-transcription generation failure are different behaviors in different models." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in tensor conversion is unrelated to Trainer import failures." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma-3 EOS config mismatch is unrelated to Whisper empty-transcription handling." + "reason": "A swallowed exception in tensor conversion is unrelated to Trainer import failure due to datasets interaction." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "A post_init policy issue is not the same as a v5 non-persistent-buffer initialization bug." + "reason": "One is an acceptance/validation rule for optional post_init; the other is a v5 buffer initialization regression." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "No meaningful overlap; one is a vague data request, the other is a Gemma pipeline roundtrip bug." + "reason": "Processor output resolution mismatch vs SAM3-LiteText memory overflow; same general area, different underlying failure." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Both are Qwen multimodal, but the concrete failures differ: video processing vs batched chat-template padding." + "reason": "Cache path collision and cache-length semantics are separate cache bugs with different failure modes." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Completely different models and code paths: ESM2 breakage vs janus image-generation test failure." + "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific regressions." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A data-placeholder issue is unrelated to Gemma roundtrip/tokenization behavior." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same broad SAM3 area, but one is a dummy layer definition and the other is an OOM symptom; not the same bug." + "reason": "Dummy Conv2d in a decoder and SAM3 video OOM are not the same code-path problem." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Different classes of errors: exception handling in Fuyu vs Windows/ROCm import dependency problems." + "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding are distinct processor bugs." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Video-classification processor lookup and SAM3 video missing attribute are unrelated issues." + "reason": "Exception handling in one tensor conversion path is unrelated to Windows/ROCm import failure from torch.distributed dependency." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad v5 custom-model-init regression is not the same as GPTNeoX config reload losing rotary_pct." + "reason": "A broad Transformers 5.0 custom-model init regression is not the same as GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token config mismatch and sinq quantization save/load corruption are different bugs." + "reason": "EOS-token config inconsistency is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing SAM3 video encoder attribute are different failures." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are model loading failures, but one is gguf/from_pretrained handling and the other is missing model_type in config.json." + "reason": "GGUF loading breakage and unrecognized model config are both loading issues but not the same root cause." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different Mistral-family regressions: weight tying vs FlashAttention failure." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are separate model internals issues." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + "reason": "CLIPVision hidden_states handling and Qwen video-input regression are unrelated regressions." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse and Gemma 4 mm_token_type_ids defaults are distinct issues." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model-behavior bugs." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metrics label dropping and auxiliary-loss normalization are unrelated training bugs." + "reason": "Metrics label truncation and auxiliary-loss normalization are not the same bug." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx config and tensorflow_text backend registration are unrelated." + "reason": "Missing pad_token_id in a config and tensorflow_text backend registration/import error are unrelated." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state, but generation cache missing and recurrent-state reset are different mechanisms and likely different fixes." + "reason": "A general GenerationMixin cache regression and Qwen3_5 recurrent-state reset are separate cache-related problems." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset loading for BEiT is not the same as wrong custom-module loading after save_pretrained." + "reason": "Legacy preset loading for Beit and wrong custom module loading after save/load are both loading bugs, but they affect different mechanisms." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend packaging issue is unrelated to missing import_utils helper availability." + "reason": "TensorBoard/TensorFlow backend resolution and a missing import_utils helper are different dependency/import issues." }, { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different code paths." - }, - { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + "reason": "A missing config attribute and a sliding-window behavior issue in Qwen3-MoE are not the same defect." } ] }, @@ -10456,13 +10567,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 34, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -10473,8 +10584,6 @@ "issue:42490", "issue:43065", "issue:43335", - "issue:43525", - "issue:43531", "issue:43540", "issue:43550", "issue:43644", @@ -10486,6 +10595,7 @@ "issue:43994", "issue:44060", "issue:44077", + "issue:44112", "issue:44190", "issue:44242", "issue:44464", @@ -10507,6 +10617,7 @@ "issue:45357", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", @@ -10515,231 +10626,233 @@ "issue:46421" ], "soft_pairs": [ - "issue:43525|issue:43531", - "issue:43673|issue:46421", "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44734|issue:45406", "issue:44792|issue:45600", "issue:44534|issue:44913", - "issue:45381|issue:46369", "issue:44190|issue:44964", "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:43673|issue:46421", "issue:43761|issue:44242", - "issue:45563|issue:45584", "issue:35141|issue:42490", + "issue:45563|issue:45584", "issue:44855|issue:45588", - "issue:44479|issue:44734", "issue:43827|issue:43994", + "issue:44479|issue:44734", "issue:43065|issue:44610", - "issue:44933|issue:45362", "issue:41720|issue:45245", - "issue:44617|issue:46369", "issue:43644|issue:44913", "issue:44464|issue:45563", - "issue:43550|issue:44190", + "issue:44933|issue:45362", + "issue:44617|issue:46369", "issue:43976|issue:44855", - "issue:44521|issue:45381", + "issue:43550|issue:44190", "issue:44077|issue:44877", "issue:25251|issue:27957", "issue:45127|issue:45357", + "issue:44521|issue:45381", "issue:43335|issue:44190", - "issue:43540|issue:44734" + "issue:43540|issue:44734", + "issue:44112|issue:45600" ], - "prepared_review_unit_hash": "c88530737037954ff2fe461f753a893dc609bfb13131d0962bd58fe1a1373177", + "prepared_review_unit_hash": "da3cb412bb54ea6fceb6653326c0c53b3675a88ec84a95e28bfda5147c61ac2f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35346, - "estimated_input_tokens": 8837, - "estimated_eval_tokens": 17930 + "soft_pair_count": 30, + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span unrelated bugs in configs, loading, generation, multimodal/video processing, and docs. The soft edges are only superficial text similarity, so all candidate links should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not describe one underlying bug.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers issues. The soft-pair candidates share only broad subsystem overlap in a few cases (generation, multimodal, config), but none look like the same concrete bug or change, so I reject all soft edges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44521 is the most active open issue in the set, with the strongest discussion/inbound signal, so it is the best representative issue even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to centralize around one bug.", + "best_issue_reason": "issue:44521 has the highest ongoing user impact and visibility among these issues, making it the best single issue anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Different failures: Llama4Config pad_token_id vs Qwen3-MoE sliding_window behavior." + "reason": "Different model families and failure modes: Janus test failure vs Qwen3.5 flash-attention generation issue." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; different bugs." + "reason": "Unrelated bugs: Sam3Video CUDA OOM versus Whisper empty-transcription generation failure." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Unrelated model-specific issues: janus test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Serve KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are different code paths." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different subsystems and models: janus image generation test vs Sam3LiteText auto_mappings/CI breakage." + "reason": "Janus image-generation test failure is unrelated to auto_mappings CI breakage from removed Sam3LiteText configs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Different models and symptoms: Qwen VL video position ids vs Sam3-lite text memory overflow." + "reason": "Different concerns: non-persistent buffer initialization regression vs GPTNeoX config reload losing rotary_pct." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are loading-related, but one is a local dataset script issue and the other is a model-load error for Phi-4 multimodal." + "reason": "Local dataset loading script bug and multimodal model-loading error are not the same underlying issue." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Same family, but distinct bugs: weight shape mismatch on load vs incorrect tied-weights warning." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are distinct model/config problems." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Different code paths: CLIPVision hidden_states regression vs load-balancing loss omission." + "reason": "Video vision_position_ids regression and Sam3LiteText memory overflow are different bugs and different models." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation; not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Generation-related, but one is a stale warning and the other is Whisper empty-transcription failure." + "reason": "CLIPVisionModel hidden_states regression and missing load-balancing loss are unrelated implementation issues." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Unrelated: embedding reinit during resize vs import warning from a path-with-slash local model." + "reason": "Token-embedding reinitialization on resize is unrelated to slash-suffixed local model import warnings." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Python parsing/torch.jit script error vs flash_attention s_aux=None crash; not the same bug." + "reason": "Stale num_return_sequences warning in paged generate is unrelated to Whisper empty-transcription failure." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both regressions, but different components: video-input regression vs serve KV-cache indexing crash." + "reason": "Python 3.13 DebertaV2 import parsing error and flash_attention s_aux=None crash are different failures." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() vs incorrect outputs from AutoModel/pipeline; one is documentation, the other model inference." + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing nonsensical outputs with AutoModel/pipeline." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different vision bugs: dummy Conv2d in Sam3PixelDecoder vs processor/model size mismatch in OmDet-Turbo." + "reason": "Qwen video-input regression and serve KV-cache indexing crash are different bugs." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Unrelated: nonexistent image_utils import vs Qwen3.5-35B chat crash." + "reason": "Dummy Sam3PixelDecoder Conv2d and OmDet-Turbo processor image-size mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs category-count limit error." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Same product area but different failures: Sam3Video OOM vs Sam3-lite-text memory overflow." + "reason": "Qwen3 auto device-map CUDA assert and category-count limit error are unrelated runtime bugs." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk vs GPTNeoXConfig rotary_pct reload; no shared underlying defect." + "reason": "Non-persistent buffer junk-fill regression and rotary_pct not persisting on reload are different state/config issues." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked compiled generation inconsistency vs a stale num_return_sequences warning; not mergeable as one fix." + "reason": "Compiled-forward chunked generation inconsistency and a stale warning about num_return_sequences are not the same bug." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Different domains: Bamba-9B-v2 torch.compile SDPA failure vs local dataset loading error." + "reason": "Both are memory-related and Sam3-family, but OOM in Sam3Video and overflow in sam3-litetext are not the same concrete issue." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both Python-version related, but one is a support/runtime compatibility issue and the other is a parsing bug in @torch.jit.script." + "reason": "Python version support failure and an IndentationError on Python 3.13 are separate compatibility issues." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both multimodal, but assistant_masks all-zero is a different bug from Qwen2.5-VL video vision_position_ids." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 has nothing to do with loading a local dataset script." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Config handling differs: patchtsmixer optional post_init policy vs strict config loading for granite_speech." + "reason": "Both involve config handling, but they target different models and different behavior; not one shared bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Completely unrelated: pipeline top_k nesting bug vs XLMRoberta Flash Attention 2 support." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different weight-handling bugs: LoRA merge with extended vocab collapse vs incorrect visual encoder keys on save_pretrained." + "reason": "LoRA merge with extended vocabulary collapse and incorrect visual encoder keys on save_pretrained are different model-state bugs." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Sparse-layer config bug vs local dataset loading failure; no shared underlying issue." + "reason": "Both are multimodal-input regressions, but assistant_masks being all zero and video vision_position_ids being wrong are different concrete failures." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Different failures: Qwen3OmniMoe video ValueError vs serve KV-cache continuation tensor indexing crash." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to the local dataset loading failure." } ] }, @@ -10753,13 +10866,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 35, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -10814,257 +10927,246 @@ ], "soft_pairs": [ "issue:44779|issue:46489", - "issue:44112|issue:45600", "issue:44737|issue:45803", - "issue:42796|issue:44521", - "issue:44462|issue:45907", "issue:43116|issue:44190", "issue:44938|issue:45542", "issue:43295|issue:45276", - "issue:45632|issue:46234", "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:42796|issue:44521", "issue:36246|issue:41628", "issue:45245|issue:45584", - "issue:46082|issue:46121", "issue:36246|issue:38617", + "issue:46082|issue:46121", "issue:43404|issue:45216", "issue:44246|issue:45003", "issue:42175|issue:44279", - "issue:45632|issue:46421", - "issue:44186|issue:44734", "issue:44683|issue:45446", + "issue:44295|issue:46506", "issue:43643|issue:44496", + "issue:44186|issue:44734", "issue:41950|issue:44016", - "issue:44295|issue:46506", - "issue:43854|issue:44964", "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:45632|issue:46421", "issue:44112|issue:44964", "issue:43673|issue:46424", - "issue:43650|issue:44220", - "issue:44016|issue:44220" + "issue:43650|issue:44220" ], - "prepared_review_unit_hash": "5292ab717f017276b0e59fe60286b00f52efe5baadc008123880356f0b0ee86d", + "prepared_review_unit_hash": "005496d33836f9a81af35cb77405db1d2a5e9ba23d2a6d6ea9cf8b8995159459", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 27, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a broad grab bag of unrelated Transformers bug reports. None of the soft pairs are safe duplicate merges; at most a few are superficially similar by subsystem or error type.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44779 is the strongest representative issue here: it is a concrete, well-scoped tokenizer regression report with a clear version boundary (v4 vs v5) and some inbound discussion traction.", + "summary": "Most candidates are not duplicates; they cover distinct import/export failures, cache/config bugs, model-loading issues, and example-script regressions. The only plausible duplicate pair is the DeepSeek tokenizer regression and its DeepSeek-Coder follow-up.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression; issue:46489 reads like a narrower follow-up/gap in the same fix path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best standalone issue to keep: it is specific, actionable, and more central than the others in the only clearly related sub-thread (DeepSeek tokenizer regressions).", + "best_issue_reason": "issue:44779 is the best representative issue because it states the regression generally and predates the model-specific follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both mention DeepSeek tokenizer regressions in v5, but one is broad and the other is DeepSeek-Coder v1-specific and framed as a gap in a prior fix; not enough evidence they are the same concrete bug." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "CI failure in GraniteSpeech device override tests vs a broken auto_mappings reference to removed Sam3LiteText configs are different failures in different code paths." + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5; 46489 is a model-specific follow-up to the earlier broader report." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device bug and Fuyu bare-except error handling are unrelated model-specific issues." - }, - { - "left": "issue:42796", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs, even though both involve text processing." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." + "reason": "Different bugs: XLNet forward-pass device placement vs. Fuyu tensor conversion exception handling." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example script multi-label output bug vs local dataset loading bug are different example-script problems." + "reason": "Different example scripts and failures: classification output bug vs. local dataset loading failure." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency issues." + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow-backend packaging issue." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different model API bugs." + "reason": "Processor/tokenizer API regression is unrelated to Gemma4 embedding resize behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize and Whisper empty-transcription generation are separate code paths." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache path collision vs missing import_utils availability helper are unrelated." + "reason": "trust_remote_code cache collisions and a missing import-utils helper are unrelated." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are distinct model behaviors." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing model-specific symbol and the other is a top-level API import failure; not the same bug." + "reason": "Both are import errors, but one is a specific class export and the other is top-level AutoImageProcessor availability." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category cardinality limit error vs Whisper post-alignment generation failure are unrelated." + "reason": "Category-limit runtime error is unrelated to Whisper\u2019s empty-transcription failure." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different configuration-validation bugs." + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are unrelated imports." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation export are unrelated import regressions." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct configuration bugs." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Untied lm_head weights in Mistral3 vs incorrect Qwen3.5 checkpoint save behavior are different model-specific regressions." + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import complaints and unsafe sys.modules access may be adjacent, but they are not clearly the same underlying defect." + "reason": "Import latency and unsafe sys.modules access are not the same bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow in a torch-only install and a generic dependency issue are not the same problem." + "reason": "Torch-only install missing TensorFlow backend differs from a generic dependency issue." }, { - "left": "issue:45632", - "right": "issue:46421", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Cache-path collision for trust_remote_code and lazy cache initialization causing recompilation are different cache bugs." + "reason": "Compiled flex_attention on torch>=2.9 and AuxRequest version gating are related area but different concrete failures." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and transformers serve KV-cache continuation indexing bug affect different paths." + "reason": "position_ids buffer access bug and CPU/CUDA result divergence are distinct issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both touch flex_attention, but one is a torch 2.9 compilation failure and the other is a bad version check for AuxRequest import; not the same concrete bug." + "reason": "trust_remote_code missing fields and missing model_type in config.json are different config-loading problems." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig return vs unrecognized model/config.json handling are different loading issues." + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Position_ids buffer reading error and CPU/CUDA output divergence in PPDocLayoutV3 are different runtime bugs." + "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different failures." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-load failures, but for different models and likely different root causes." + "reason": "Two different model-loading regressions affecting different models and likely different compatibility breaks." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45632", + "right": "issue:46421", "accept": false, - "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are not the same code-path issue." + "reason": "Cache-path collision for trust_remote_code is unrelated to lazy cache initialization causing recompilation." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech and a Phi-4 multimodal loading bug are unrelated." + "reason": "GraniteSpeech CI device-override flake is unrelated to Phi-4 multimodal loading." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Chunked-prefill cache missing and max_cache_length only honored for Quantized Cache are both cache-related, but they describe different behaviors and fixes." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder 'ADD THE DATA' issue and fbank feature extraction bug are unrelated." + "reason": "Chunked-prefill cache missing and max_cache_length only honored for quantized cache are separate cache behaviors." }, { - "left": "issue:44016", + "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "A low-signal placeholder issue is unrelated to the fbank feature extraction bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek/DeepSeek-Coder pair is the only plausible duplicate relationship here, and the other soft-edge rejections are appropriately cautious given the distinct titles and failure modes. No overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 36, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -11090,6 +11192,7 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44220", "issue:44279", "issue:44336", "issue:44368", @@ -11102,7 +11205,6 @@ "issue:45216", "issue:45335", "issue:45375", - "issue:45405", "issue:45584", "issue:45588", "issue:45593", @@ -11118,237 +11220,237 @@ ], "soft_pairs": [ "issue:27957|issue:35141", + "issue:44016|issue:44220", "issue:43479|issue:45375", - "issue:43531|issue:45600", "issue:45083|issue:46506", - "issue:43976|issue:44987", + "issue:43531|issue:45600", "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:43526|issue:43901", - "issue:28282|issue:35141", "issue:44496|issue:45042", "issue:42907|issue:43441", - "issue:46123|issue:46369", "issue:44016|issue:44062", "issue:43441|issue:45588", + "issue:46123|issue:46369", "issue:43673|issue:44336", - "issue:43381|issue:45593", "issue:44792|issue:46424", - "issue:43824|issue:44933", + "issue:43381|issue:45593", "issue:43976|issue:44279", "issue:43901|issue:44496", + "issue:43824|issue:44933", "issue:43299|issue:45216", - "issue:42796|issue:43650", "issue:44496|issue:45759", "issue:44279|issue:46515", "issue:45335|issue:45584", "issue:44075|issue:44368", + "issue:42796|issue:43650", "issue:43577|issue:45216", - "issue:46082|issue:46399", - "issue:44279|issue:45405" + "issue:46082|issue:46399" ], - "prepared_review_unit_hash": "9c954dab3dbbd7c9f27b9c5190c7dcebdd6264e506e67452b14311194e73870c", + "prepared_review_unit_hash": "cc1f12de6daed80d288f3401dc4b652f4c0e4bfac2af513ee1ce3ed8255e98aa", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35844, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 35814, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of closed/open Transformers bug reports spanning unrelated model families, configs, tokenizers, generation, and integration paths. None of the suggested soft pairs look like true duplicates; they mostly share only broad subsystem names or high-level symptom types.", + "summary": "This set is mostly a noisy mix of unrelated transformer issues. The soft-similarity pairs share broad vocabulary (models, configs, embeddings, flash attention, loading, etc.) but do not appear to describe the same concrete bug or change, so none should be merged as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "Issue 43824 is the strongest representative anchor here: it is a concrete, user-facing import regression with the most discussion and inbound references in an otherwise unrelated set of reports.", + "canonical_issue_reason": "issue:35141 is one of the clearest, most self-contained bug reports in the set, with a precise failure mode and reproducible context. That said, the overall cluster is heterogeneous rather than a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "43824 is the clearest issue to keep as the cluster representative because it has the strongest signal of impact and engagement, while still being a specific, actionable bug report.", + "best_issue_reason": "issue:35141 is the best representative issue here because it is specific and actionable, but it is still not actually duplicated by the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different bugs: Flash Attention 2 support for XLMRoberta vs embedding reinitialization during resize_toke_embeddings." + "reason": "Different model feature and failure mode: Flash Attention 2 support for XLMRoberta vs embedding reinitialization after resize." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both are config issues, but they affect different models and different fields/defaults." + "reason": "Unrelated bugs: notebook syntax error vs audio feature extraction helper issue." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings references to removed Sam3LiteText configs." + "reason": "Both are config-related, but for different models and different missing/default fields; not the same bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different code paths: a qwen3_omni_moe helper length function vs CPU/CUDA output differences in PPDocLayoutV3." + "reason": "Different subsystems and symptoms: feature-extraction length helper vs CPU/CUDA output mismatch." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "A Python version compatibility problem is not the same as a model-loading failure in a specific package/model." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to stale auto_mappings references." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to token embedding reinitialization." + "reason": "Trainer GPU broadcast error is unrelated to token embedding reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import detection error vs embedding initialization bug; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo/model." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resizing behavior." + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT fast processor label reduction bug is unrelated to TextClassificationPipeline docs behavior." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "ImportError about missing PyTorch is a dependency/setup issue, not an embedding resize bug." + "reason": "Image processor label reduction bug vs pipeline docs mismatch; different artifact types." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to PIL backend requiring torchvision." + "reason": "Unrecognized-model config error vs torchvision dependency regression in image processors." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a different failure from FlashAttention crashes on Ministral-3." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "Partial-batch MaskGenerationPipeline dropping results is unrelated to SAM3-LiteText memory overflow." + "reason": "Both mention Ministral/FlashAttention indirectly, but one is save/export and the other is inference/load-time flash-attn failure; not the same bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken keyword-argument duplication." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific failure and the other is an s_aux=None AttributeError in a different path." + "reason": "Both involve flash attention, but one is model-specific RC breakage and the other is an AttributeError on s_aux=None in a different path." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Generation cache regression is unrelated to ANSI escape code output in loading_report." + "reason": "Pipeline batching bug vs memory overflow in a model call; no shared root cause." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + "reason": "Generation cache regression is unrelated to ANSI output formatting." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A failing janus image-generation test is unrelated to cache max length semantics." + "reason": "Janus test failure is unrelated to cache max length handling." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different modules/models." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version incompatibility is not the same as a generic dependency issue." + "reason": "Python-version support issue vs generic dependency issue; not the same bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to model recognition/config loading." + "reason": "Pipeline documentation mismatch is unrelated to model config import errors." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a loading regression and the other is a save_pretrained checkpoint correctness bug." + "reason": "Missing exported model class vs nonexistent image_utils import; different APIs and failures." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the vague 'ADD THE DATA' report." + "reason": "Both concern Qwen models, but one is loading failure in v5 RC and the other is incorrect checkpoint saving; different code paths." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config loading is different from unwrap-text_config behavior for composite Qwen multimodal configs." + "reason": "Generic unrecognized-model error is unrelated to unwrapping text_config in composite multimodal configs." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "General dependency issue is unrelated to torch 2.4.1 incompatibility." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; no shared concrete bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resize bug is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Embedding resize bug in t5gemma is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args not used is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + "reason": "SGD optimizer args not used vs tie_word_embeddings warning; different behavior entirely." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a vague data request; unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different models and failures." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to the missing decorator crash in Qwen3.5 kernel registration." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "A dependency issue with transformers is unrelated to an unreleased MIN_PEFT_VERSION bump." + "reason": "LlamaConfig head_dim validation issue vs Qwen3.5 kernel registration decorator error; different code paths." } ] }, @@ -11362,13 +11464,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 37, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -11390,8 +11492,8 @@ "issue:43976", "issue:44016", "issue:44242", + "issue:44279", "issue:44291", - "issue:44297", "issue:44351", "issue:44462", "issue:44466", @@ -11421,210 +11523,217 @@ "issue:46512" ], "soft_pairs": [ - "issue:45103|issue:45372", "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:45103|issue:45372", "issue:44351|issue:45278", - "issue:43650|issue:46209", - "issue:38175|issue:44617", - "issue:39692|issue:43901", - "issue:44242|issue:45200", "issue:43299|issue:45357", - "issue:43295|issue:44779", + "issue:44242|issue:45200", "issue:41950|issue:45823", - "issue:44521|issue:45325", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43295|issue:44779", "issue:44683|issue:45542", "issue:43976|issue:45405", - "issue:44779|issue:45812", + "issue:43650|issue:46209", "issue:46082|issue:46512", "issue:43299|issue:43854", + "issue:44779|issue:45812", + "issue:44521|issue:45325", "issue:43479|issue:43525", "issue:44466|issue:45276", - "issue:44297|issue:44462", "issue:44016|issue:44291", - "issue:43441|issue:45834", + "issue:44462|issue:45081", "issue:43653|issue:45593", - "issue:45081|issue:45907", + "issue:43441|issue:45834", "issue:42994|issue:43317", - "issue:33290|issue:45656" + "issue:33290|issue:45656", + "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "0fa9c2ec80f8404f0f8d4bae4eb953e3281a4a3af1b9898debaaf7cc59b9731f", + "prepared_review_unit_hash": "6ab5b2e64379626620705744200ffd2de71287c91fd5abe567cba2748ca44eee", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34684, - "estimated_input_tokens": 8671, - "estimated_eval_tokens": 17598 + "soft_pair_count": 26, + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers bug reports and regressions across tokenizers, multimodal processors, quantization/loading, and model-specific failures. The soft-linked pairs are related by broad themes but do not look like the same underlying bug/change, so I rejected all of them.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it is broad, high-signal, and describes a general regression class ('recent transformers versions break models using remote_code') rather than a narrow model-specific symptom.", + "summary": "Mostly unrelated issues sharing only broad subsystem similarity; none of the soft pairs look like true duplicates or mergeable fixes.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44521 is the best anchor in this set because it has the most discussion/inbound references and a concrete, reproducible bug report, but the overall cluster is too heterogeneous to treat as one underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative and reusable triage anchor among these issues because it captures a cross-cutting regression pattern instead of a single model/config corner case.", + "best_issue_reason": "Issue 44521 is the strongest standalone issue here: active, open, and well-described. It is not a good proxy for the rest of the items, which span many unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Both involve processor/docstring-style import/runtime problems, but one is an auto_docstring AttributeError and the other is a mistral_common ReasoningEffort import breakage in Gemma 4 loading; different code paths and fixes." - }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Both are regressions, but one is a video-classification processor lookup bug and the other is a broad remote_code compatibility report; not the same underlying defect." + "reason": "Both are regression-style failures, but one is a video-classification pipeline processor lookup bug and the other is a remote_code compatibility break; different code paths and fixes." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both mention import failures, but 44351 is a specific HybridCache import issue while 45278 is a broad upgrade breakage report with many import errors; too different to be duplicates." + "reason": "These are both dependency/version complaints, but one is a generic transformers dependency issue and the other is a PEFT minimum-version bump problem; not the same bug." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "ADD THE DATA is too vague and does not describe the same FP8/B200 inference failure; no evidence of a shared concrete bug." + "reason": "One is an auto-docstring crash with future annotations; the other is a Gemma 4 processor import failure. No shared underlying code defect." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Both mention zero/OOM-like runtime failures, but one is siglip2 zero probabilities and the other is Sam3Video CUDA OOM; unrelated symptoms and code paths." + "reason": "Both mention import problems, but 44351 is a specific missing export and 45278 is a broad upgrade report with many import errors; too coarse to merge." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 docs/model mismatch plus quantization failure is not the same as a TextClassificationPipeline docs mismatch about return_all_scores." + "reason": "Both involve Qwen multimodal models, but one is a loading failure for Qwen3VL MoE models and the other is incorrect save_pretrained keys for Qwen3.5; different code paths." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission in MoE routing and Gemma 4 mm_token_type_ids defaults are both training-time issues, but they affect different model components and fixes." + "reason": "Different model families and symptoms: missing MoE load-balancing loss vs. mm_token_type_ids defaults for Gemma 4 fine-tuning." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained visual encoder key serialization; different operations and failures." + "reason": "A video-classification pipeline processor lookup issue is unrelated to Gemma4 PLE device placement during forward." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "These are both version-regression tokenizer issues, but one is custom processor/tokenizer API breakage and the other is Deepseek tokenizer output corruption; not the same bug." + "reason": "Both are docs issues, but one is about a SigLIP2 example/model mismatch and quantization failure, while the other is a stale TextClassificationPipeline parameter mention." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Both involve multimodal/device plumbing, but one is a pipeline processor-selection bug and the other is a Gemma4 PLE device mismatch during forward; distinct problems." + "reason": "An unexpected-zero-probabilities model bug is unrelated to a Sam3Video CUDA OOM report." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Both touch multimodal chat/template logic, but one is all-zero assistant masks and the other is Qwen2.5-VL temporal position_id scaling; separate logic paths." + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer paths; not the same concrete bug." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated platform/dependency issues." + "reason": "Compiled flex_attention on torch>=2.9 has nothing to do with tensorboard being installed without TensorFlow." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unsupported PEFT minimum version bump are both release hygiene issues, but they are not the same defect." + "reason": "A Python version compatibility failure is unrelated to an unreleased PEFT minimum-version bump." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models (Deepseek vs Granite) and likely different conversion logic." + "reason": "The title 'ADD THE DATA' is too vague and does not match the FP8/B200 inference failure." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both are config/dtype-related, but one is about head_dim validation in LlamaConfig and the other is stale config.dtype after from_config(dtype=...); different semantics." + "reason": "One is a config validation error for head_dim; the other is stale config.dtype after from_config(dtype=...). Different issues." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both concern model loading regressions, but one is Qwen3VL MoE loading and the other is GLM-4.7-Flash unit-test loading; no concrete shared failure mode." + "reason": "Both are model loading bugs, but they concern different models and failure modes, so they are not the same underlying defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different model families; the shared v5 context is too broad to call them duplicates." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant_mask generation and the other is rope/index position scaling; different logic and fixes." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config initialization/access issues, but one is None-handling for Phi4MultimodalConfig defaults and the other is a missing pad_token_id on Llama4Config; separate fields and fixes." + "reason": "Both are config-related, but they affect different model configs and different attributes/default-initialization bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both are about weight serialization/embedding behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating Gemma4 embedding/output layers." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and AutoTokenizer ignoring repo tokenizer.json are both tokenizer persistence issues, but they concern different stages and failure modes." + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not propagating are separate embedding-state bugs." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights/_is_hf_initialized TypeError are unrelated; no shared code path." + "reason": "A notebook syntax error is unrelated to a model-loading TypeError from init_empty_weights." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "FlashAttention failure for Ministral and long-OCR index errors in Kosmos2.5 are model-specific runtime bugs with different causes." + "reason": "Generic AutoTokenizer ignoring tokenizer.json and a Mistral regex-patching crash are distinct tokenizer-loading problems." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated bugs in different subsystems." + "reason": "BigBird special-token registration/decoding and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Mistral regex patch crashing on backend_tokenizer access and list_repo_files not forwarding revision are different utility/API bugs." + "reason": "Ministral-3 FlashAttention failure and Kosmos2.5 long-OCR index error are different model-specific bugs." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are both quantization-adjacent, but they are different stages and different defects." + "reason": "Both touch quantization/offload, but one fails during saving and the other during dequantized loading with device_map=auto." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "DeepSpeed optimizer OOM and DeepSpeed optimizer.step being called twice are not the same bug; one is memory pressure, the other is step duplication." + "reason": "Deepspeed optimizer OOM with Adafactor is not the same as optimizer.step being invoked twice under deepspeed." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A Mistral tokenizer regex crash and a CI failure in list_repo_files revision forwarding are unrelated." } ] }, @@ -11638,13 +11747,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 38, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -11698,245 +11807,245 @@ "issue:46399" ], "soft_pairs": [ - "issue:45600|issue:45712", "issue:44623|issue:44749", "issue:44261|issue:44263", + "issue:45600|issue:45712", "issue:44623|issue:45397", "issue:44361|issue:45593", "issue:45542|issue:45800", "issue:44016|issue:45823", "issue:42175|issue:43976", - "issue:44671|issue:44779", "issue:43441|issue:44683", + "issue:46291|issue:46399", + "issue:44671|issue:44779", "issue:43901|issue:43994", "issue:43723|issue:44162", - "issue:46291|issue:46399", "issue:43673|issue:43761", "issue:43525|issue:43881", "issue:43824|issue:43976", - "issue:43901|issue:44246", "issue:43525|issue:43643", + "issue:43901|issue:44246", "issue:44297|issue:45397", "issue:44589|issue:45362", "issue:44188|issue:44336", "issue:43784|issue:45542", "issue:41628|issue:43976", "issue:44336|issue:44373", + "issue:44246|issue:44496", "issue:45103|issue:46399", "issue:45561|issue:45563", - "issue:44246|issue:44496", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:42491|issue:43299" ], - "prepared_review_unit_hash": "3b7f4aa07296faa4dc94f59199d7254f148cfd62dffbb851b5d4c68315e71919", + "prepared_review_unit_hash": "c16f45487339ede7fae5cfd7317127a4979a2ac16426d78003e3ab00bf755675", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36596, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bug reports and regressions; none of the soft edges look like true duplicates. The closest-looking pairs still differ in concrete failure mode, model, or code path.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45561 is the most active and concrete anchor in the set (open, highest inbound reference signal), even though the cluster does not form a strong duplicate group.", + "summary": "This cluster is semantically over-broad: most items are distinct Transformers v5 regressions, import/load failures, or docs/tests issues rather than duplicates. I would not merge any soft edge; the safest representative issue is the concrete import regression in issue 43824.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 is the best single representative because it is a concrete, user-facing import/export failure with multiple discussions and inbound references, and it sits near the common 'v5 breaks model loading/imports' theme shared by several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45561 has the strongest triage value here because it is specific, currently open, and has the most discussion/inbound signal.", + "best_issue_reason": "Among this mixed set, issue:43824 is the clearest triage anchor: specific, reproducible, and higher-signal than the more niche or maintenance-oriented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Different cleanup bugs: auto_mappings references removed config classes, while dummy_pt_objects leaks leftover classes and fails check_repo." - }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files in processor.save_pretrained is unrelated to the Chinese report about slower filtering after upgrade." + "reason": "Different problems: processor save_pretrained file handling vs a Chinese report about slow filtering after upgrade. No shared code-path." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "One is an MLA layernorm precision/config issue; the other is a torch.split return-value issue in a different indexer path." + "reason": "Both involve GLM/MoE internals, but the bugs are different: missing rms_norm_eps precision issue vs torch.split return semantics in a different component." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir(transformers). Not the same bug." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different failures: processor save/export missing files versus gemma-4 zero3 from_pretrained loading behavior." + "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary loss behavior when denoising is off." + "reason": "MLUkeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated model/task bugs." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TF backend installation bug is not the same as a torch-transformers version incompatibility." + "reason": "TensorFlow backend/install packaging issue vs torch/transformers version incompatibility; different failure modes and fixes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are different artifacts and code paths." + "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend extra-install issue is unrelated to the Python version support regression." + "reason": "Dependency/backend install packaging problem vs Python version support regression; related only at a very broad environment level." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Different model components fail: CamemBERT masked-LM predictions versus Deepseek tokenizer output." + "reason": "Both are attention-kernel regressions, but one is Ministral FlashAttention and the other is compiled flex_attention on newer torch. Different concrete code paths." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipeline import failure due to kernels package metadata vs Qwen3.5 use_kernels registration/decorator crash; distinct root causes." + }, + { + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "FlashAttention failure for Ministral-3 in v5 RC is distinct from compiled flex_attention failing on torch>=2.9." + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are separate model-specific bugs." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 inference results." + "reason": "Docs mismatch for return_all_scores is not the same bug as SigLIP2 producing nonsensical outputs." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific issues." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Both involve kernels/import-time failures, but they hit different code paths and concrete errors." + "reason": "Tokenizer loading failure and ESM2 model breakage are different model-loading issues with different failure points." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel returning hidden_states=None." + "reason": "Generation cache missing in chunked prefill and CLIP hidden_states=None are unrelated regressions." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-loading problems." + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are different model/config bugs." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to Python 3.9/3.10 compatibility." + "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to Python 3.9/3.10 support in 5.1.0." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "A docstring/behavior mismatch is not the same as intermittent slow import performance." + "reason": "A missing config attribute on one model is not the same as trust_remote_code returning incomplete AutoConfig fields." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both mention missing config fields, but one is a pad_token_id attribute error while the other is trust_remote_code returning incomplete AutoConfig fields." + "reason": "A docs inconsistency does not match a performance regression in import time." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer class metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime errors." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime compatibility issues." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention divergence and ANSI codes in loading_report are completely different concerns." + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError from nn is not the same as a TensorFlow backend installation issue." + "reason": "sentence-transformers import NameError and undefined tf backend due to install extras are different import/dependency regressions." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to Python version support." + "reason": "Missing AutoImageProcessor export and Python version incompatibility are not the same issue." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape output and a wrong docstring for position_ids are different issues." + "reason": "Terminal ANSI handling and wrong docstring for position_ids are separate documentation/utilities issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring crashing on future annotations is unrelated to the missing decorator registration error in Qwen3.5 kernels." + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration failure are different code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file-race bug is not the same as a stale warning for num_return_sequences." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Slow imports and unrecognized model config are unrelated failures." + "reason": "pytest-xdist race in testing utils and stale generate warning are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." + "reason": "position_ids buffer access error and gemma-4 zero3 loading failure are separate bugs." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss and D-FINE auxiliary-loss suppression are different MoE/object-detection bugs." + "reason": "Missing load-balancing loss when output_router_logits=False and missing auxiliary losses when denoising is off are analogous only at a high level; different models and different gating logic." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading regressions, but the concrete models and failure modes differ enough that they should not be merged." + "reason": "Both involve Qwen3/MoE version regressions, but they describe different model families and different loading failures; not safe to merge." } ] }, @@ -11950,13 +12059,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 39, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -12015,247 +12124,247 @@ "issue:41950|issue:44220", "issue:44246|issue:44871", "issue:44336|issue:44485", - "issue:36246|issue:42757", "issue:43550|issue:46506", + "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:42886|issue:46132", "issue:44336|issue:46424", + "issue:42886|issue:46132", "issue:44734|issue:46424", "issue:45003|issue:45561", - "issue:44779|issue:45292", "issue:36246|issue:43596", + "issue:44779|issue:45292", "issue:45859|issue:46399", "issue:44295|issue:44749", "issue:43475|issue:46369", "issue:44242|issue:44857", - "issue:43673|issue:44561", "issue:43901|issue:45003", - "issue:44162|issue:45200", + "issue:43673|issue:44561", "issue:43352|issue:45250", "issue:43257|issue:45137", + "issue:44162|issue:45200", "issue:44496|issue:45003", "issue:45292|issue:45584", - "issue:43262|issue:44246", "issue:45375|issue:45759", + "issue:43262|issue:44246", "issue:44877|issue:45375", - "issue:45292|issue:45701", "issue:44038|issue:46506", + "issue:45292|issue:45701", "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "3a8109f399d6b4a1917a0491e26efb15688196d50e1f810a471b20303e96f468", + "prepared_review_unit_hash": "7fce0aa335d02d14c31871112291bea222d042850d28aa764cffcc9f63984da8", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36808, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "serialized_chars": 36812, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions across different models, config paths, tokenizers, caches, and runtime modes. None of the soft edges look like the same underlying defect, so I would not merge any of these pairs.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is highly heterogeneous: most pairs are superficially similar by subsystem or model family, but they describe different concrete bugs. I would not merge any soft pair as duplicates; the only loose thematic overlap is tokenization/config regressions, but even those are distinct.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45701 is the broadest tokenization-regression report in the group and the closest thing to an umbrella issue, but it still does not cover the many unrelated bugs in this set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue has to represent the cluster, issue:45701 is the most general and likely to capture the recurring version-dependent tokenization complaints; otherwise there is no strong single canonical because the cluster is not cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but one is a sliding_window behavior issue and the other is a chat crash; different code paths and symptoms." + "reason": "Same model family, but different failures: sliding-window handling vs chat crash. Not the same code-path problem." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction in an image processor is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Beit image processor label reduction is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and audio fbank feature extraction are different subsystems and failure modes." + "reason": "Both touch processor-related areas, but one is video-classification pipeline processor lookup and the other is audio feature extraction. Different bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and eos_token_id config mismatch are unrelated." + "reason": "Import-time slowness is unrelated to Gemma eos_token_id configuration mismatch." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI color output in loading_report has nothing to do with GLM-5 RoPE implementation." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import errors in different packages." + "reason": "ANSI output handling and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA on Bamba and CPU/CUDA divergence in PPDocLayoutV3 are different model/runtime bugs." + "reason": "Both are backend/model runtime issues, but they affect different models and different failure modes. Not mergeable as one bug." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying bug." + "reason": "Different missing imports from different packages/symbols; same symptom class, not the same underlying bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated issues." + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export failure." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal ANSI cleanup and cache length semantics are unrelated." + "reason": "Terminal ANSI formatting and cache length configuration are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different code paths." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing and max_cache_length handling are different cache bugs." + "reason": "KV cache continuation indexing and max_cache_length handling are both cache-related, but not the same concrete bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist race conditions in testing utils." + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different problems." + "reason": "A missing Qwen2.5-VL import and a DeepSpeed/BertModel IndexError are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Qwen image-processor import failure is unrelated to DeepSpeed ZeRO3 BertModel IndexError." + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different issues." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5 rotary/kernels, but one is CPU offload compatibility and the other is registration/decorator failure; not the same bug." + "reason": "Both involve Qwen3.5, but one is CPU-offload rotary embedding compatibility and the other is kernel registration/decorator failure." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer and a general slowdown after upgrading versions are not the same issue." + "reason": "Position-ids buffer access and a tokenization slowdown/regression are not the same bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 vision encoder missing an attribute and SAM3 litetext memory overflow are different failures." + "reason": "SAM 3 video encoder attribute error and SAM3 litetext memory overflow are distinct failures." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and AMP CUDA crash are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different code paths." + "reason": "Load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available affect different code paths and different breakages." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2 is not the same as the generic Flash Attention 2 issue." + "reason": "Too little evidence that these describe the same concrete Flash Attention 2 support bug; one is a specific model incompatibility, the other is a generic topic." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque IndexError are different failures." + "reason": "DeepSpeed/accelerate weight conversion and ZeRO3 deque IndexError are different distributed-loading failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config loading and unsafe sys.modules access are unrelated." + "reason": "Unrecognized model config and unsafe sys.modules access are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription failure are unrelated." + "reason": "Embedding resizing and Whisper empty-transcription generation failure are different code paths." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and import performance are unrelated." + "reason": "Both are Qwen multimodal config issues, but one is a missing vision config field under strict loading and the other is AutoModelForCausalLM.from_config not unwrapping text_config. Different bugs." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Strict config dropping a Qwen vision field and unwrapping text_config in from_config are different configuration bugs." + "reason": "Audio sampling-rate defaults and import slowness are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config validation, but different models and different failure modes; not the same underlying bug." + "reason": "Strict config loading for granite_speech is not the same as Qwen vision config field handling." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are different issues." + "reason": "Qwen3-VL-Moe/v5 issue and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + "reason": "Both mention tokenization-adjacent behavior, but one is an embedding resize bug and the other is a broad version-dependent tokenization change. Not the same issue." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removal of is_torch_fx_available and Qwen3.5 apply_rotary_pos_emb registration failure are unrelated." + "reason": "Removal of a utility function in v5 and a missing decorator on apply_rotary_pos_emb registration are different regressions." } ] }, @@ -12269,13 +12378,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 40, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -12288,7 +12397,6 @@ "issue:43646", "issue:43653", "issue:43673", - "issue:43701", "issue:43906", "issue:43931", "issue:44060", @@ -12310,6 +12418,7 @@ "issue:45137", "issue:45200", "issue:45229", + "issue:45310", "issue:45335", "issue:45397", "issue:45412", @@ -12330,258 +12439,258 @@ ], "soft_pairs": [ "issue:45412|issue:46123", + "issue:45137|issue:45600", "issue:44466|issue:45335", "issue:44987|issue:45459", - "issue:45137|issue:45600", - "issue:45685|issue:46431", "issue:43475|issue:43540", - "issue:44060|issue:44077", "issue:44995|issue:45200", - "issue:45397|issue:45656", + "issue:44060|issue:44077", "issue:44479|issue:46170", - "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:45685|issue:46431", "issue:44368|issue:44977", - "issue:43906|issue:46202", - "issue:44483|issue:46202", + "issue:43653|issue:44162", "issue:42886|issue:45229", - "issue:43065|issue:43408", "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:43906|issue:46202", "issue:44368|issue:45563", - "issue:44188|issue:46202", + "issue:44483|issue:46202", "issue:44877|issue:46170", "issue:43931|issue:44368", + "issue:44188|issue:46202", "issue:45987|issue:46082", - "issue:43065|issue:46123", "issue:44188|issue:46421", + "issue:43065|issue:46123", "issue:45584|issue:46170", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:43646|issue:44162", "issue:44749|issue:45656", "issue:44623|issue:45656", - "issue:43701|issue:44749", + "issue:44749|issue:45310", "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "57871d0277a334f0fcae816dbf44ef130710c42dad6fe43f57c68af12a7ea51a", + "prepared_review_unit_hash": "bc4321425e59455b2cfd7b5904b5e7ca91f3a1422f7790c164816b7742735c08", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37274, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it contains several unrelated bug reports with only loose thematic overlap around generation/cache, serialization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43673 is the closest broad representative because it describes a framework-level generation/cache regression in v5.0.0, which is the most recurring theme among the soft-similarity neighbors. Even so, the cluster is too mixed for a strong duplicate canonical.", + "summary": "The items are mostly unrelated bug reports across tokenizer loading, generation/cache behavior, SAM3/Qwen/Gemma model issues, config validation, and save_pretrained quirks. None of the soft pairs look like true duplicates of the same concrete bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44479 is the strongest canonical issue candidate: it describes a clear, broadly impacting v5.3.0 regression, names the affected model families, and is framed as a single actionable code-path break.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43673 is the best single issue to anchor the cluster only as a loose representative of the generation/cache regression thread. It is not a true unifier for the whole cluster, but it is broader than the more model-specific or one-off reports.", + "best_issue_reason": "issue:44479 is the best issue to anchor triage because it is specific, high-impact, and likely to attract the right fix without conflating multiple symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory leak on deletion/GC and a final partial-batch flag bug are different code paths and symptoms." + "reason": "Different bugs: a memory leak on deletion/GC versus a final-partial-batch pipeline result drop." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and SAM3 auto-mapping cleanup are unrelated code paths." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve tied embeddings, but one is serialization/device-dependent and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Both mention embeddings, but one is serialization inconsistency and the other is resize_token_embeddings propagation." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 is not the same bug as protobuf-related tokenizer error masking." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque IndexError and removed Sam3LiteText config references are unrelated." + "reason": "A tokenizer/model loading regression is not the same as masking real tokenizer errors when protobuf is missing." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "MPS histogram support in MoE and missing chat template in a processor are different failures." + "reason": "Different model families and failure modes: missing SAM3 output attribute versus Qwen3OmniMoe video processing ValueError." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both are multimodal/video related, but the first is a missing output attribute and the second is a video-input processing ValueError in a different model." + "reason": "Second-forward stale cache crash is distinct from Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "These are different model/config issues: a tied-weights warning versus a patchtsmixer post_init allowance change." + "reason": "These are separate model/config issues with no shared concrete defect." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Stale indexer cache on a second forward pass is unrelated to Gemma mm_token_type_ids defaulting." + "reason": "Video-input regression and Windows/ROCm import dependency failure are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "gemma-4 zero3 from_pretrained and an optimizer step being called twice under deepspeed are different bugs." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "Qwen video regression and Windows/ROCm torch.distributed import issues do not share the same underlying cause." + "reason": "Gemma-4 zero3 from_pretrained breakage is not the same bug as a double optimizer step in deepspeed." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate model/tokenizer problems." + "reason": "MPS histogram Int support and missing chat template are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + "reason": "A tied-weights warning is not the same as a flash-attention generation failure." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip bug are not the same underlying change." + "reason": "Tokenizer special-token registration and ESM2 breakage are different issues." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Chat/completions request handling and Gemma pipeline roundtrip behavior are unrelated." + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM do not share a concrete underlying bug." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Stale indexer cache crash and flash_attention s_aux=None AttributeError are different failure sites." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in the SAM3 decoder and a SAM3 type mismatch warning are different issues, even if both are in the SAM3 family." + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to the sam3_video/sam3_tracker config mismatch warning." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "A stale cache on second forward pass and a flash_attention crash on s_aux=None are different code paths." + "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-weights config warning and a stale paged-generate warning are not the same bug." + "reason": "Tied-weights config warnings and stale num_return_sequences warnings are unrelated." }, { - "left": "issue:44188", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Diverging attention kernels under torch.compile and a Gemma roundtrip tokenization bug are unrelated." + "reason": "Chat/completions API acceptance and Gemma token roundtrip issues are different bugs." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and a Windows ROCm import/type error are unrelated." + "reason": "Strict config loading and Windows/ROCm import errors are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different load-time issues." + "reason": "Weight-shape mismatch on load is not the same as a tied-embeddings warning." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are distinct API/validation problems." + "reason": "torch.compile branch divergence in attention kernels is unrelated to a Gemma pipeline roundtrip failure." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "A SAM3 decoder Conv2d placeholder and a MaskGenerationPipeline partial-batch bug are unrelated." + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate issues." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both touch compile/cache behavior, but one is kernel divergence under torch.compile and the other is spurious recompilation from lazy cache init." + "reason": "Both mention cache/compile themes, but the actual bugs differ: divergent kernels versus lazy cache init recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy layer issue is unrelated to MaskGenerationPipeline dropping the last partial batch." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure and Windows/ROCm import issues are unrelated." + "reason": "Whisper empty-transcription failure and a torch.distributed import problem are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer config class mismatch and processor.save_pretrained missing files are separate save/serialization bugs." + "reason": "Both concern save_pretrained, but one is tokenizer_config metadata and the other is missing processor files." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading are not the same bug." + "reason": "MLukeTokenizer AttributeError and a >10x performance regression are not the same bug." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A broad Transformers 5.0 initialization break and an ESM2-specific failure are different regressions." + "reason": "Custom model initialization breakage and ESM2 being broken are different underlying problems." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade and a double optimizer-step issue under deepspeed are unrelated." + "reason": "A performance regression is not the same as deepspeed calling optimizer.step twice." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from processor.save_pretrained and double optimizer stepping are unrelated." + "reason": "Missing save_pretrained files and double optimizer stepping are unrelated." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "resume_from_checkpoint key mismatch is not the same as a generic slowdown regression." + "reason": "Slow processing after upgrade and Qwen3.5 MoE from_pretrained errors are different failures." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation/cache-related, but one is `_update_model_kwargs_for_generation` after sync_gpus and the other is cache missing during chunked_prefill; they do not look like the same concrete bug." + "reason": "A generation helper issue after sync_gpus and missing cache in chunked_prefill are related by theme only, not the same concrete bug." } ] }, @@ -12595,13 +12704,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 41, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -12656,253 +12765,266 @@ ], "soft_pairs": [ "issue:44871|issue:46132", - "issue:44869|issue:45356", "issue:42994|issue:43482", "issue:45230|issue:45397", + "issue:44869|issue:45356", "issue:43475|issue:43643", - "issue:44038|issue:44623", "issue:42371|issue:45092", + "issue:44038|issue:44623", "issue:28282|issue:30990", - "issue:43475|issue:45381", "issue:41628|issue:44933", + "issue:43475|issue:45381", "issue:45375|issue:45478", - "issue:42994|issue:43525", "issue:45310|issue:45375", - "issue:45406|issue:46202", - "issue:43723|issue:46326", + "issue:42994|issue:43525", "issue:43784|issue:46399", - "issue:42673|issue:43704", + "issue:43723|issue:46326", + "issue:45406|issue:46202", "issue:44964|issue:45137", "issue:43873|issue:44945", "issue:43232|issue:44188", + "issue:42673|issue:43704", "issue:41628|issue:44351", - "issue:45081|issue:45103", "issue:44945|issue:45753", + "issue:45081|issue:45103", "issue:42994|issue:43824", "issue:44222|issue:45310", "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:43232|issue:44792", "issue:42831|issue:44222", - "issue:42175|issue:45712" + "issue:42175|issue:45712", + "issue:42175|issue:44933" ], - "prepared_review_unit_hash": "f9dd5f7bf4443fd6ea9219f915ae7cc652a5e4bf07db87bb533868ba149294a3", + "prepared_review_unit_hash": "5fc217626b55ffd949dfd6fb782aa28bd4b8961124016e86b65360f89212c5fd", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36482, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 31, + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import regressions, model-specific loading/config bugs, quantization/FP8 save/load problems, and a few generation/runtime edge cases. Only one soft pair looks like a true duplicate; the rest are too different to merge safely.", + "summary": "Mostly a loose similarity cluster, but there are two real duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The rest are same-subsystem or same-family lookalikes that do not share a concrete bug.", "confidence": 0.84, - "canonical_issue_reason": "Issue 41628 is the clearest, most generic user-facing regression in the set: a public import failure from `transformers`. It is more representative than the many highly model-specific reports.", + "canonical_issue_reason": "issue:42673 is the best anchor because it is part of the clearest duplicate pair (42673/43704), is the older/more-discussed report, and the rest of the cluster is mostly unrelated noise.", "canonical_pr_reason": null, - "best_issue_reason": "It has a concrete, high-signal symptom and is easy to triage/search as a canonical example of the import-regression class.", + "best_issue_reason": "issue:42673 is the strongest global issue candidate since it has the most convincing duplicate evidence and the richer discussion among the duplicated issue pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different symptoms and code paths: Gemma EOS config mismatch vs attention registration behavior change." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Both touch tokenization/decoding, but they describe different models and different failures." + "reason": "Different bugs: Gemma eos_token_id mismatch vs AttentionInterface.register behavior change." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model save failure vs GGUF loading failure are distinct bugs." + "reason": "Both are model I/O failures, but one is quantized save_pretrained and the other is Qwen2.5-GGUF loading on v5." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic placeholder report vs a specific Gemma-4 Zero3 from_pretrained issue." + "reason": "Generic placeholder report versus a specific gemma-4 ZeRO3 from_pretrained bug." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Missing attribute on a SAM output object is not the same as missing fields from `AutoConfig` with remote code." + "reason": "Tokenizer/decoding regressions, but different models and code paths." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained file omission are unrelated." + "reason": "Different failure modes: SAM 3 attribute error vs missing fields in AutoConfig with trust_remote_code." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Packaging/backend install issue vs remote-code meta-init incompatibility are different problems." + "reason": "Unrelated topics: TF32 API warning versus InternVL2 meta-init incompatibility." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "PyTorch import dependency error vs Sentence Transformers hanging on load are unrelated." + "reason": "Different bugs: Qwen3-VL-Moe v5 issue vs processor.save_pretrained missing files." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Missing PyTorch ImportError is unrelated to Sentence Transformers loading hangs." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + "reason": "Both are import-related, but they concern different symbols and causes." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error." + "reason": "Different models and symptoms: SAM 3 missing field vs qwen2.5-vl video position_ids regression." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Quantized save failure and Llama4 config attribute error are unrelated." + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not the same bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related Qwen family, but one is a from_pretrained failure and the other is a missing vision config field; not clearly the same bug." + "reason": "Related Qwen3.5/Moe area, but a load error and a dropped vision config field are too different to merge." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Gemma4 processor crash and Gemma pipeline roundtrip/tokenization issue are different code paths." + "reason": "Quantized save failure and Llama4Config pad_token_id AttributeError are unrelated." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer loading regression and `continue_final_message` mistral_common bug are not the same issue." + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration crash." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers is unrelated to a Qwen3.5 kernel registration crash." + "reason": "Both are tokenizer issues, but they affect different APIs and code paths." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Gemma pipeline roundtrip on \u2581." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different bugs." + "reason": "Phi-4 multimodal loading issue versus DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline parallelism output correctness are separate issues." + "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are different problems." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are unrelated." + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 42673 is the older, fuller report." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different public APIs; same broad class, but not the same bug." + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both are AttributeError crashes, but in different utilities and triggered by different conditions." + "reason": "Pipeline-parallelism output bug is unrelated to a Qwen3_5 infinite-loop image case." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Pipeline parallelism output bug and Qwen3_5 infinite loop on a specific image are not the same underlying defect." + "reason": "Both are AttributeError bugs, but the affected subsystems are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure vs missing Qwen2_5_VL import are unrelated." + "reason": "Quantized save failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained problem and Qwen3.5 Moe from_pretrained error are different operations and not the same bug." + "reason": "Both involve FP8 or Qwen models, but one is save_pretrained and the other is a from_pretrained load error." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but the reported failures are different and not mergeable as one PR-sized fix." + "reason": "Different model families and different regressions: Qwen3-VL-Moe vs Qwen3.5 Moe load error." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import regressions, but for different symbols and different failure points." + "reason": "Both are import errors, but for different symbols and APIs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation state handling bug vs failed janus image-generation test are not the same issue." + "reason": "Generation state update bug and janus image-generation test failure are unrelated." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend-install omission and dummy-class leakage/check_repo failure are related packaging area issues but not the same underlying bug." + "reason": "Tensorflow backend packaging bug and leftover dummy PT classes are different packaging issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Tensorflow backend installation and a bad image_utils import are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Identical title and same Qwen3.5 Moe from_pretrained error; these are the same underlying bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The canonical issue choice (41628) is defensible as a representative public import regression, and the single accepted soft pair (42673/43704) is an exact duplicate by title and bug description. The remaining pairwise rejections are cautious rather than overstated." + "accept": false, + "feedback": "Mostly grounded, but one soft-edge verdict is too strong: issue:45310 and issue:45478 have identical titles ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so rejecting them as different bugs is not supported by the packet. The Qwen3ForCausalLM duplicate pair (42673/43704) looks fine, but this unsupported rejection means the evaluation should not be accepted." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12910,21 +13032,21 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 42, "review_unit_count": 54, "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-10000-463", "nodes": [ + "issue:27957", "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:42175", "issue:42222", "issue:42898", "issue:43278", @@ -12971,256 +13093,244 @@ ], "soft_pairs": [ "issue:44496|issue:45561", - "issue:42175|issue:44933", + "issue:43278|issue:45137", "issue:43504|issue:45561", "issue:45561|issue:45600", "issue:43976|issue:44933", - "issue:43278|issue:45137", - "issue:46077|issue:46123", "issue:43377|issue:44242", + "issue:46077|issue:46123", "issue:30990|issue:35141", - "issue:42898|issue:44568", "issue:30333|issue:33290", + "issue:42898|issue:44568", "issue:44623|issue:45310", - "issue:43479|issue:44869", "issue:42222|issue:45200", + "issue:43479|issue:44869", "issue:43479|issue:44079", - "issue:42898|issue:45812", "issue:43874|issue:45092", - "issue:43723|issue:44568", "issue:44016|issue:46231", "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:44734|issue:45103", - "issue:42898|issue:45356", "issue:44295|issue:45656", + "issue:42898|issue:45356", "issue:44075|issue:46231", "issue:42898|issue:43295", "issue:45405|issue:45712", "issue:44060|issue:45125", "issue:44222|issue:44297", - "issue:44933|issue:45712" + "issue:44933|issue:45712", + "issue:27957|issue:30333" ], - "prepared_review_unit_hash": "b5895f3b340b350d1494e304c84d267fa32099a3e7c0365a1a71d95c6b3ead4b", + "prepared_review_unit_hash": "7a6f3520d3aae06fba27b6d0063c01df11e6c6e68d7de6c3e067447781419075", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36942, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated tokenizer regressions, multimodal/model-loading bugs, DeepSpeed/optimizer problems, docs/test maintenance, and packaging/import failures. I rejected all soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue stands out; the items are too heterogeneous to treat as one underlying bug cluster.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative; at best, one could pick a tokenizer regression issue, but it would misrepresent the many unrelated topics here.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This is not a cohesive duplicate cluster: it mixes tokenizer/v5 regressions, model-loading bugs, training/optimizer issues, docs, and test/infra problems. None of the soft edges look like the same underlying bug, so all should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42898 is the closest thematic anchor because several candidates are tokenizer-v5 regressions, but the cluster is still too heterogeneous to support a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the broadest and most representative of the only recurring theme (tokenizer behavior changes in v5), though it is not a safe global duplicate canonical for the whole set.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading error vs pytest-xdist race on captured_info.txt; unrelated failures." + "reason": "Unrelated bugs: model config loading failure vs a pytest-xdist race writing captured_info.txt." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Extra TensorFlow backend dependency issue vs missing image_utils import; different packaging/import problems." + "reason": "Different code paths: dtype drift in evaluation vs a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "BEiT legacy-field model load failure vs xdist captured_info race; not the same bug." + "reason": "A legacy-field model-loading bug is unrelated to a test harness file-race issue." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Pytest-xdist file race vs auto_mappings CI break from removed configs; different code paths and symptoms." + "reason": "CI/test utility race condition vs broken auto_mappings references; same area of maintenance, not same bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility regression vs nonexistent import from image_utils; unrelated." + "reason": "Python version incompatibility is unrelated to a missing/nonexistent import from image_utils." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluate vs DeepSpeed ZeRO3 deque pop error; different runtime issues." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to MoE load-balancing-loss handling." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction bug vs pipeline partial-batch handling bug; different components." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "MIMI padding-mask batching bug vs MoE load-balancing-loss condition; not the same underlying problem." + "reason": "Gemma4 attention-mask construction and partial-batch pipeline handling are different defects." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang vs token-embedding resize/post_init reinitialization; unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer cleanup-space behavior change vs add_special_tokens not adding BOS/EOS; both tokenizer-related but different defects." + "reason": "Sentence-Transformers loading hang vs embedding resize/reinit behavior are not the same bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow status reporting failure vs OOM with Adafactor+DeepSpeed; different training issues." + "reason": "MLflow reporting on failure and Adafactor OOM in DeepSpeed are unrelated training issues." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; different save/load paths." + "reason": "Both are tokenizer regressions in v5, but one is about cleanup-space behavior and the other about add_special_tokens/BOS-EOS handling; different concrete failures." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Phi4MultimodalConfig default initialization bug vs Whisper timestamp decode crash; unrelated subsystems." + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failures." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken VitPose model family vs Gemma 4 mm_token_type_ids defaulting; different models and symptoms." + "reason": "Broken vitpose model imports and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." }, { "left": "issue:43479", - "right": "issue:44079", + "right": "issue:44869", "accept": false, - "reason": "Config default handling vs ModelOutput key assignment; separate abstractions." + "reason": "Config-default initialization and Whisper timestamp decoding are unrelated." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "v5 cleanup-space behavior change vs Granite token-ID regression; both tokenizer regressions but distinct concrete bugs." + "reason": "Phi4MultimodalConfig defaulting and ModelOutput key assignment are unrelated internals." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch-count method vs InternVL2 meta-initialization incompatibility; different model-support issues." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "AutoTokenizer v5 loading issue vs mDeBERTa add_special_tokens behavior; not the same failure mode." + "reason": "Both touch multimodal models, but one is a missing image-processor method and the other is remote-code/meta-init incompatibility." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs docstring parameter-name mismatch; one is a content bug, the other documentation." + "reason": "Notebook syntax error and doc parameter-name mismatch are unrelated documentation issues." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Missing nn import in sentence-transformers vs missing Qwen2.5-VL export; different import-resolution bugs." + "reason": "Import NameError in sentence-transformers is unrelated to a missing Qwen2_5_VL export." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors/models and are not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General AutoTokenizer loading regression and mdeberta special-token handling are different failure modes." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "General tokenization cleanup-space regression vs DeepSeek tokenizer output regression; unrelated tokenizer issues." + "reason": "Both are v5 tokenizer regressions, but the Deepseek codec/tokenization issue is not the same as clean_up_tokenization_spaces behavior." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache continuation indexing crash vs auto_docstring future-annotations AttributeError; different code paths." + "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and double optimizer-step under DeepSpeed are unrelated training/runtime bugs." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "cleanup_space tokenizer change vs Kimi-K2.5 codec-handling regression; separate tokenizer bugs." + "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec/warning issues are a different code path from clean_up_tokenization_spaces." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Reading registered position_ids buffer error vs DeepSpeed double optimizer.step invocation; not the same issue." + "reason": "Optimizer argument handling and a docs parameter-name typo are unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup-space regression vs processor.tokenizer/images regression in v4.57.5; different API breaks." + "reason": "One is tokenizer cleanup behavior in v5; the other is processor/tokenizer API breakage for custom model code." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pin issue vs leftover dummy classes leaking into dir(transformers); unrelated maintenance problems." + "reason": "PEFT version pinning and leftover dummy-class cleanup are unrelated repository hygiene issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; different model implementations." + "reason": "Both concern Qwen models, but they are distinct bugs in different classes and code paths." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained layers." + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are unrelated save-path bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import vs leftover dummy classes in dummy_pt_objects; unrelated cleanups." - }, - { - "left": "issue:42898", - "right": "issue:45103", - "accept": false, - "reason": "Tokenizer cleanup-space regression vs auto_docstring crash from future annotations; completely different areas." - }, - { - "left": "issue:44496", - "right": "issue:45092", - "accept": false, - "reason": "Unrecognized model/config loading error vs remote-code checkpoint meta-init incompatibility; different load-time failures." + "reason": "A missing image_utils import and leftover dummy PT classes are unrelated." }, { - "left": "issue:44568", - "right": "issue:44779", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "mDeBERTa special-token insertion bug vs DeepSeek tokenizer incorrect results; distinct tokenizer regressions." + "reason": "XLM-RoBERTa Flash Attention 2 support and MLflow failure reporting are entirely unrelated." } ] }, @@ -13234,18 +13344,17 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 43, "review_unit_count": 54, "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-10000-463", "nodes": [ "issue:22355", - "issue:27957", "issue:28282", "issue:30333", "issue:34689", @@ -13268,6 +13377,7 @@ "issue:44279", "issue:44295", "issue:44297", + "issue:44360", "issue:44373", "issue:44448", "issue:44484", @@ -13294,252 +13404,252 @@ "issue:46431" ], "soft_pairs": [ - "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:44297|issue:45656", - "issue:44222|issue:44623", - "issue:43479|issue:43644", "issue:30333|issue:36331", - "issue:44448|issue:46132", + "issue:44222|issue:44623", "issue:42831|issue:44623", + "issue:43479|issue:43644", "issue:30333|issue:35141", - "issue:42796|issue:43723", + "issue:44448|issue:46132", "issue:22355|issue:28282", - "issue:46209|issue:46431", + "issue:42796|issue:43723", "issue:45245|issue:46132", "issue:41628|issue:42757", - "issue:43475|issue:46305", "issue:44297|issue:45310", - "issue:43122|issue:46209", - "issue:43723|issue:44977", + "issue:43475|issue:46305", + "issue:46209|issue:46431", "issue:45071|issue:46082", - "issue:45381|issue:46305", + "issue:43122|issue:46209", "issue:44263|issue:45092", - "issue:44206|issue:45103", - "issue:43232|issue:46424", + "issue:45381|issue:46305", + "issue:43723|issue:44977", "issue:44222|issue:44484", + "issue:43232|issue:46424", "issue:44373|issue:44485", + "issue:44206|issue:45103", "issue:44734|issue:46421", - "issue:43232|issue:45834", "issue:44295|issue:44623", + "issue:43232|issue:45834", "issue:44190|issue:46082", + "issue:44279|issue:46328", "issue:43723|issue:44871", - "issue:44279|issue:46328" + "issue:44263|issue:44360" ], - "prepared_review_unit_hash": "d7230b937992931a1dba08d5c8d9276098b2c35145d04388b348ad751662edfa", + "prepared_review_unit_hash": "ff6d830b8ead6366e23864acf2fcc1efdd606dc3d22e068e1a208107a81d5fb4", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36725, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most soft links are only superficial overlaps on terms like import, tokenizer, cache, or save_pretrained, not the same bug. I would not merge any of the proposed pairs.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43723 is the broadest concrete v5 regression in the set (tokenizer loading), so it is the closest thing to a representative anchor, but the cluster overall is too mixed to be a true duplicate set.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports, with a broad theme of v5 regressions, import/loading problems, and a few model-specific defects. None of the soft pairs look like the same underlying issue, and there are no PRs in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43723 is the broadest representative here: it captures a general v5 tokenizer-loading regression, which is closer to the cluster\u2019s recurring import/loading/version-break theme than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be chosen, 43723 is the most generally useful and user-facing representative of the scattered tokenization/loading regressions; however, it does not subsume the other reports.", + "best_issue_reason": "issue:43723 is the best single issue to anchor the cluster because it is general, version-related, and more central than the narrowly scoped model or API-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." - }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure-reporting and Llama 3.2 Vision model loading are different code paths and failures." + "reason": "MLflow failure reporting and a Llama model-loading regression are unrelated bugs in different subsystems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a deepspeed optimizer-step duplication bug." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related but refer to different objects and failures." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Multimodal config defaults when None is passed is unrelated to non-persistent buffer initialization junk." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as DeepSpeed double optimizer stepping." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow job status reporting has nothing to do with Trainer.compute_loss signature changes." + "reason": "Training-job reporting via MLflow and CustomTrainer.compute_loss arg compatibility are separate problems." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "A model output regression across versions is not the same bug as AttentionInterface.register changing callback behavior." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file export; different failure modes." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issues are unrelated to processor serialization missing files." + "reason": "FineGrainedFP8 accuracy issues are unrelated to missing processor save_pretrained files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default init and non-persistent buffer corruption are distinct code paths." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failure reporting is unrelated to embedding reinitialization in post_init." + "reason": "MLflow reporting on failed training jobs is unrelated to embedding resizing/reinitialization in post_init." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different tokenizer bugs." + "reason": "Both are version/behavior changes, but Pegasus output drift and AttentionInterface.register are different bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import/setup problems." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same issue." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to missing chat-template support in a processor." + "reason": "These are both tokenizer-related, but one is a BPE-marker handling bug and the other is a tokenizer import/load regression." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits in an encoding path do not match AttentionInterface.register behavior changes." + "reason": "Category-count limits and attention-registration behavior changes are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "AutoImageProcessor import failure and is_offline_mode import failure are distinct missing-symbol issues." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM 3 missing attribute and MoonshineStreaming off-by-one masking are unrelated model bugs." + "reason": "Import failures in different packages with different missing symbols; they do not share the same root cause." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class mismatch in saved config is not the same as Qwen3.5 MoE from_pretrained load failure." + "reason": "Tokenizer config save metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Tokenization changes across versions are unrelated to FP8 inference on B200 hardware." + "reason": "SAM 3 Vision attribute access and MoonshineStreaming mask off-by-one are separate model-specific bugs." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are different issues." + "reason": "FP8 inference on B200 and missing chat templates are entirely different features and failures." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." + "reason": "PretrainedConfig type-checking break and LlamaConfig head_dim validation are different configuration issues." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL videos is unrelated to the MoonshineStreaming window-mask off-by-one." + "reason": "Tokenizer output changes across versions and FP8 inference on B200 are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split indexing in a MoE helper is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init incompatibility do not share the same code path." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring crashing on future annotations." + "reason": "Different video vision-position-indexing bug versus a streaming mask off-by-one in another model." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length semantics are different cache-generation bugs." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are separate regressions." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained failure is not the same as the default max_shard_size question." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is shard-size behavior; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max length handling are related to generation, but they are different defects." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring for position_ids is unrelated to a GLM-5 RoPE implementation discussion." + "reason": "A docstring typo for position_ids is unrelated to the GLM-5 RoPE implementation issue." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing in serve is different from lazy cache initialization causing recompilation." + "reason": "Feature-extractor argument regression and auto-docstring annotation handling are unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Generation state update after sync_gpus is unrelated to a long OCR input index error." + "reason": "Both involve cache behavior, but server tensor-indexing crashes and lazy cache init recompilation are distinct problems." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." + "reason": "Position_ids buffer access errors and processor.save_pretrained missing files do not share a root cause." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg updates after sync_gpus and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a padding performance regression are not the same underlying bug." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "AutoTokenizer loading failure and eos_token_id mismatch in Gemma-3 are different tokenizer/config problems." + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are adjacent but distinct configuration/loading issues." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "A vague dependency issue with transformers is unrelated to a SequenceFeatureExtractor.pad performance regression." + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different fixes." } ] }, @@ -13553,13 +13663,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 44, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -13589,9 +13699,9 @@ "issue:43784", "issue:43824", "issue:44038", + "issue:44188", "issue:44261", "issue:44263", - "issue:44360", "issue:44368", "issue:44373", "issue:44483", @@ -13613,245 +13723,245 @@ "issue:46402" ], "soft_pairs": [ - "issue:44483|issue:45406", - "issue:44263|issue:44360", + "issue:44261|issue:45092", "issue:42907|issue:46050", "issue:45092|issue:45357", - "issue:44261|issue:45092", "issue:30990|issue:38175", "issue:43644|issue:46305", "issue:42831|issue:45310", - "issue:44829|issue:46002", "issue:44263|issue:44373", - "issue:41628|issue:43824", + "issue:44829|issue:46002", + "issue:44483|issue:45406", "issue:42831|issue:44038", + "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:43408|issue:46402", "issue:22355|issue:27957", + "issue:42831|issue:45753", "issue:42757|issue:45278", "issue:39401|issue:44568", - "issue:42796|issue:43122", - "issue:42831|issue:45753", "issue:22355|issue:28218", "issue:27957|issue:30990", "issue:42886|issue:43066", + "issue:42796|issue:43122", "issue:44368|issue:46305", "issue:43232|issue:45593", "issue:43408|issue:46369", "issue:42886|issue:42994", "issue:43646|issue:46002", - "issue:43550|issue:46132", "issue:43576|issue:43784", + "issue:43550|issue:46132", + "issue:44188|issue:44373", "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "eb588b412f59481b6a34bbcedc5a99eee05b74d7c5ca89a1214c247c798195d6", + "prepared_review_unit_hash": "1276a0ae3323e1b5f6dd5615027fe4f4383ada3ad3ba57089e5a154996dda93a", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36252, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of unrelated Transformer bugs and regressions; none of the soft pairs look like true duplicates, so no single canonical issue emerges.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a clear canonical target here: the items span many unrelated bugs, and the soft matches are only broad topical similarities, not the same underlying defect.", + "summary": "This cluster is heterogeneous and does not contain any safe duplicate soft edges. The only reasonable umbrella issue is the broad import-regression report, while the rest are distinct model-, tokenizer-, serving-, or quantization-specific bugs.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like report here: it describes multiple import errors after a version upgrade, so it is the most plausible canonical issue for the import-error subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue to anchor the cluster; there is no duplicate-equivalent problem statement that covers the set.", + "best_issue_reason": "issue:45278 is the best representative issue because it covers a wider failure class than the more specific import/tokenizer/model regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Different failures: one is a chat-completions API acceptance regression, the other is a Gemma4Processor serve crash. Same general area, not the same bug." - }, - { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Both involve the DSA indexer, but they describe different defects (torch.split behavior vs missing ReLU) and different code paths." + "reason": "Different bugs: MLA q_a_layernorm epsilon/config precision issue vs remote-code meta-init incompatibility for InternVL2." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both are quantization save/load problems, but they affect different models and failure modes; too broad to be one underlying bug." + "reason": "Both involve quantized save/load, but they target different mechanisms and models (dequantized Ministrals/Devstrals vs sinq save_pretrained/from_pretrained)." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both concern multimodal save/load regressions, but one is meta-init incompatibility and the other is wrong visual encoder keys. Distinct issues." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "Unrelated model/config bugs: rms_norm_eps precision issue versus remote-code meta-initialization incompatibility." + "reason": "Related family (Qwen/vision) but different failures: meta initialization incompatibility vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "SentenceTransformers loading hang versus SIGLIP2 zero probabilities are different symptoms, models, and code paths." + "reason": "Unrelated symptoms: loading hang in Sentence Transformers vs zero-probability outputs in siglip2-base-patch16-224." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "One is a broad buffer-initialization regression, the other is a MoonshineStreaming mask off-by-one. Not the same bug." + "reason": "Different code paths: non-persistent buffer junk vs an off-by-one sliding-window mask in MoonshineStreaming." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different problem classes: FineGrainedFP8 accuracy versus Qwen3.5 MoE from_pretrained error." + "reason": "Different problems: FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor split/indexing issue is not the same as a wrong docstring for position_ids." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both affect training/init behavior, but one is flash_attention_3 degenerate training and the other is NaNs in classification heads. Not duplicate." + "reason": "Training degeneracy with flash_attention_3 is a different bug from NaNs during checkout/init." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "A runtime indexer bug versus a docstring error; these are not the same underlying issue." + "reason": "Serving request rejection and Gemma4Processor missing _tokenizer are different failure modes." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different fixes." + "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug in transformers 5.0." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different model-specific regressions: FP8 accuracy issue versus Qwen3-VL-Moe bug." + "reason": "Both are import errors, but for different missing symbols and different models; not the same underlying fix." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Both are config/state persistence problems, but one is multimodal default-init handling and the other is GPTNeoX rotary_pct reload behavior." + "reason": "Different config bugs: default multimodal subconfig initialization vs rotary_pct not persisting on reload." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same model family (sam3) but different defects: wrong type warning versus text encoder weights not loading." + "reason": "Same Sam3 area, but different defects: model-type warning/mismatch vs text encoder weights not loading." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Completely different areas: ONNX import path missing versus XLM-R Flash Attention 2 support." + "reason": "No shared underlying bug: missing transformers.onnx module vs Flash Attention 2 support for XLMRoberta." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression and infinite-loop-on-image are separate failures." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific huggingface_hub import failure versus broad import errors after upgrading Transformers; not the same concrete bug." + "reason": "45278 is a broad import-error umbrella, but 42757 is one specific missing symbol; not enough evidence they are the same concrete bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Tokenizer bugs, but different symptoms and tokenizers: offset_mapping mismatch versus add_special_tokens not adding BOS/EOS." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both involve tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broader tokenization change across versions." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "No overlap in failure mode: FP8 accuracy issue versus an image-triggered infinite loop in Qwen3_5." + "reason": "Tokenizer offset_mapping behavior is distinct from add_special_tokens not adding BOS/EOS." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "An import/module resolution issue versus an added-token spacing bug; unrelated defects." + "reason": "Different tokenizer issues: ONNX import failure vs extra space after an added token." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention 2 support versus loading hangs in SentenceTransformers." + "reason": "Unrelated: Flash Attention 2 with XLMRoberta vs Sentence Transformers loading stall." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure versus wrong tokenizer decoder type in v5; different code paths." + "reason": "Offline cache loading of tokenizers is unrelated to the wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Ministral BPE-marker handling and the other is a broad tokenization change across versions." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "A config warning about tie_word_embeddings versus a sliding-window mask off-by-one. Not the same issue." + "reason": "A tie_word_embeddings warning is unrelated to the MoonshineStreaming sliding-window off-by-one bug." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation-state sync bug versus D-FINE auxiliary-loss behavior. Completely different concerns." + "reason": "Generation kwargs handling is unrelated to D-FINE losing auxiliary losses when denoising is off." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 warning/about model type mismatch versus memory overflow in sam3-litetext. Same family, different bug." + "reason": "Same model family, but different issues: configuration warning vs memory overflow in sam3-litetext." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline-cache loading versus quantized model save failure; different failures." + "reason": "Tokenizer offline-cache loading and quantized model saving are separate bugs." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Broad custom model initialization regression versus NaNs in classification heads; not duplicate-equivalent." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a NameError importing sentence-transformers are different import/CLI regressions." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile/SDPA failure versus AttentionInterface.register behavior change. Both attention-related, but distinct bugs." + "reason": "torch.compile+SDPA failure is not the same as AttentionInterface.register changing registered-function behavior." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Broken CLI command versus import-time NameError in sentence-transformers. Different artifacts and fixes." + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring error." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning/regression versus a torch.split indexer issue; no shared underlying defect." + "reason": "TF32 behavior settings and torch.split return values are unrelated." } ] }, @@ -13865,13 +13975,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 45, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -13882,6 +13992,7 @@ "issue:36296", "issue:39401", "issue:41628", + "issue:42175", "issue:42757", "issue:42907", "issue:43116", @@ -13898,7 +14009,6 @@ "issue:44038", "issue:44060", "issue:44117", - "issue:44188", "issue:44222", "issue:44261", "issue:44295", @@ -13913,6 +14023,7 @@ "issue:44625", "issue:44704", "issue:44829", + "issue:44938", "issue:44945", "issue:44964", "issue:45200", @@ -13924,259 +14035,259 @@ "issue:46326" ], "soft_pairs": [ - "issue:44188|issue:44373", - "issue:44117|issue:44704", "issue:44295|issue:44297", - "issue:30990|issue:33357", + "issue:44117|issue:44704", "issue:44261|issue:44373", "issue:42907|issue:44945", + "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:41628|issue:45278", "issue:42907|issue:43937", "issue:43976|issue:44945", "issue:39401|issue:44488", - "issue:43122|issue:44521", "issue:43784|issue:45600", "issue:42907|issue:44964", "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43122|issue:44521", "issue:43122|issue:46326", "issue:39401|issue:44521", - "issue:44360|issue:44485", "issue:44038|issue:44297", "issue:43116|issue:45200", "issue:44625|issue:44829", - "issue:43408|issue:43475", "issue:44038|issue:44295", + "issue:43408|issue:43475", "issue:42907|issue:43452", - "issue:43122|issue:44514", "issue:44038|issue:44222", "issue:43824|issue:44351", + "issue:43122|issue:44514", "issue:45216|issue:45478", "issue:22355|issue:29159", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:43278|issue:44945" + "issue:43278|issue:44945", + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "b26a23ba3a82b18f8c7a4ea891990ddae5ced95edd0cc0c53a7b70bd924a195a", + "prepared_review_unit_hash": "a7e3e6bf01114067e2602abe1bb91fa67559b9d2186c13f0a568f8706b65035b", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36391, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36912, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are only loosely similar by surface area (imports, tokenization, model loading, training, save_pretrained) and do not look like true duplicates. No soft edge is convincing enough to merge.", - "confidence": 0.28, - "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and has multiple inbound references, making it the least bad representative despite the cluster being mostly unrelated.", + "summary": "No duplicate clusters were confirmed here: the soft pairs are mostly superficially similar (imports, tokenization, multimodal, Qwen/SAM issues) but describe different bugs or code paths. No PRs were present.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most central of the tokenizer-related issues, but the cluster overall does not form a strong duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Different problems: attention-kernel divergence under torch.compile vs a docstring mismatch." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Both involve loading paths, but one is a tokenizer mapping None bug and the other is AutoProcessor kwargs not reaching cached_file." - }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Unrelated: reading a registered position_ids buffer vs tokenizer_class written to tokenizer_config.json." + "reason": "Different failures: one concerns reading registered position_ids buffers, the other tokenizer_class metadata written by save_pretrained." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different failures: loading gets stuck vs a MacOS bus error with a CLIP model." + "reason": "One is TOKENIZER_MAPPING_NAMES returning None; the other is AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Numerical precision issue in MLA q_a_layernorm vs a docstring issue." + "reason": "Config precision bug in MLA q_a_layernorm is unrelated to a docstring complaint about position_ids." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and pipeline-parallel output correctness are different code paths." + "reason": "Save/load dequantized model issue is unrelated to incorrect generation under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and contexts: Sentence Transformers loading stall vs MacOS bus error on a CLIP model." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer selection bug is not the same as a Qwen3-Next tied-weights warning." + "reason": "Both mention model internals, but one is missing RoPE layers while the other is a tied-weights warning for Qwen3-Next." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import errors, but one is a specific missing symbol and the other is a broad version-upgrade breakage." + "reason": "Broad import errors after upgrade is not the same as a specific AutoImageProcessor import failure." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save-pretrained for dequantized weights is unrelated to GenerationConfig validation." + "reason": "Dequantized save failure and GLM-5 GenerationConfig validation are distinct bugs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are separate issues." + "reason": "Python version compatibility is unrelated to pipeline parallelism output corruption." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug vs failure to load a specific model checkpoint." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer regression vs apply_chat_template assistant_masks behavior for multimodal inputs; not the same bug." + "reason": "Qwen3 offset_mapping error and a model loading problem for cjvt/sleng-bert are unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers with NameError nn is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Cached-file kwargs forwarding is a different path from chat-template crashes on tool-call messages." + "reason": "Passing kwargs to cached_file and crashing on assistant tool-call messages are different code paths." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Different tokenization-related symptoms, but not the same underlying bug or code path." + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:39401", + "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." + "reason": "Tokenization changes across versions are not the same as assistant_masks being all zeros for multimodal inputs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions: version-to-version tokenization drift vs continue_final_message behavior with mistral_common." + }, + { + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "A missing ReLU in DSA indexing is unrelated to GLM-5 RoPE implementation." + "reason": "Offset mapping bug in Qwen3 is unrelated to multimodal assistant mask generation." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe model bug vs tokenizer.save_pretrained class metadata bug." + "reason": "Qwen3-VL-Moe model bug is unrelated to tokenizer save_pretrained metadata mismatch." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different failures." + "reason": "Example script returning empty multi-label results is unrelated to mm_token_type_ids defaults for Gemma 4 fine-tuning." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same bug." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Model-type warning for SAM 3 video vs missing fpn_position_embeddings attribute." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different problems." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer reading." + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer access." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Dequantized save_pretrained issue is unrelated to gguf_file breaking from_pretrained calls." + "reason": "Different SAM 3 issues: model-type warning vs missing fpn_position_embeddings attribute." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different tokenizer-related crashes: version-to-version tokenization change vs batched chat-template crash with padding=False." + "reason": "Dequantized save failure is unrelated to gguf_file breaking tokenizer/model from_pretrained." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe load failure vs FP8 save_pretrained for moe are different operations and bugs." + "reason": "Qwen3-VL-Moe load bug and FP8 save_pretrained moe are separate behaviors." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import is not the same as missing HybridCache import." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are both import errors but not the same symbol or cause." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to apply_chat_template crashing with padding=False." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained instantiation failure." + "reason": "Both involve Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption while the other is a from_pretrained error." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx module import failure is unrelated to slow/fast tokenizer inconsistency." + "reason": "Missing transformers.onnx module and tokenizer inconsistency are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different packages: huggingface_hub offline mode vs transformers HybridCache." + "reason": "Missing is_offline_mode from huggingface_hub is unrelated to missing HybridCache from transformers." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." + "reason": "Tensor/pipeline training bugs do not match an example script returning empty classification results." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "dtype drift in evaluation is not the same as incorrect outputs under pipeline parallelism." + "reason": "Embedding dtype regression is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure are different issues." } ] }, @@ -14190,13 +14301,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 46, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -14205,7 +14316,6 @@ "issue:33453", "issue:38617", "issue:39401", - "issue:42175", "issue:42222", "issue:42371", "issue:42673", @@ -14220,6 +14330,7 @@ "issue:43825", "issue:43827", "issue:43874", + "issue:43906", "issue:43937", "issue:43976", "issue:43992", @@ -14229,12 +14340,12 @@ "issue:44188", "issue:44355", "issue:44380", + "issue:44466", "issue:44485", "issue:44625", "issue:44704", "issue:44779", "issue:44936", - "issue:44938", "issue:45072", "issue:45083", "issue:45278", @@ -14250,15 +14361,14 @@ "issue:46328" ], "soft_pairs": [ - "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:22355|issue:29127", + "issue:44188|issue:46328", + "issue:38617|issue:45278", "issue:43992|issue:44704", - "issue:43066|issue:44779", "issue:43937|issue:44485", - "issue:38617|issue:45278", - "issue:44188|issue:46328", "issue:42673|issue:45072", + "issue:43066|issue:44779", "issue:43611|issue:46002", "issue:42371|issue:43874", "issue:43116|issue:43493", @@ -14278,217 +14388,218 @@ "issue:44380|issue:46077", "issue:44117|issue:45588", "issue:43827|issue:45446", - "issue:39401|issue:44779", - "issue:43673|issue:46328" + "issue:43673|issue:46328", + "issue:42673|issue:43906", + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "31703d21ba9be87440ee29927c5ca07cabf2cc8e0712a012685d198f1f184d32", + "prepared_review_unit_hash": "11c39cbbbcf9605def56246a4014eaab1a65de19dbbc21c362c3ddf7511154b5", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36348, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges from these items: most pairs are only loosely similar by subsystem or version, not the same concrete bug. I would not merge any of the soft edges based on the available titles/bodies alone.", - "confidence": 0.87, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue:45278 is the broadest umbrella because it reports multiple import failures after a version upgrade, while most other items are narrower and unrelated.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, training, import, vision, attention, and docs regressions. None of the soft edges look like true duplicates or mergeable same-bug candidates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the most plausible anchor among otherwise unrelated issues, but the cluster does not form a real duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative only as the most general regression report in the set; it is not a true duplicate target for the others.", + "best_issue_reason": "issue:45278 is the best global representative only because it is the most general regression report; it is still not a good true canonical for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Different failure modes: backend/package extras missing vs Python 3.14 load failure." - }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms; SigLIP2 discrepancy is unrelated to Qwen3.5 infinite-loop behavior." + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "An import-path/module-not-found bug is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Module import failure for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Different code paths: model weight loading vs AutoProcessor/cached_file kwargs forwarding." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and concrete behaviors." + "reason": "Both mention import problems, but one is a specific missing symbol in configuration_utils and the other is a broad post-upgrade import regression; not enough evidence of the same code-path bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "GLM-5 config validation and RoPE implementation are distinct issues, not the same bug." + "reason": "UMT5Encoder weight-loading mismatch and AutoProcessor kwargs passthrough are different subsystems." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "45278 is a broad upgrade regression, but the specific import error is not clearly the same underlying cause from the title alone." + "reason": "Both involve GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; distinct bugs." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." + "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and bfloat16 dtype mismatches are different bugs." + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are both tokenizer-adjacent but not clearly the same concrete bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs after checkout/init are separate training/loading problems." + "reason": "base_model_prefix loading regression and NaNs in classification heads are separate failures." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output behavior is unrelated to SigLIP2 implementation discrepancy." + "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are different problems." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file loading errors and a documentation parameter-name mismatch are not the same bug." + "reason": "Compiled Python-file errors and a docs parameter-name mismatch do not indicate the same issue." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3 MoE variants, but the reported failures are different model/version-specific load paths." + "reason": "Different Qwen3.5/Moe reports with different failure modes and code paths; not safe to merge." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are different issues." + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and a PyTorch version gate for flex_attention are separate concerns." + "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate version-gating bugs." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() failure after train() are not the same code-path bug." + "reason": "Optimizer SGD args not used and trainer.evaluate() failing after train are distinct trainer-related issues." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + "reason": "Broken VitPose models and Ministral FlashAttention failure are unrelated model-specific bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is save_pretrained key corruption and the other is a from_pretrained loading error." + "reason": "Both involve Qwen3.5 Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Empty multi-label outputs in an example script and stale pipeline error messaging are unrelated." + "reason": "Empty multi-label results in an example script is unrelated to a pipeline() error message regression." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A feature-extractor length helper bug is unrelated to a flex_attention version check." + "reason": "Feature-extractor output-length behavior and a PyTorch version check in flex_attention are unrelated." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in inference threads and tokenizer BPE-marker handling are distinct bugs." + "reason": "Qwen3 VRAM leak and Ministral tokenizer BPE-marker handling are different bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Wrong optimizer state handling under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are distinct training vs generation issues." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and a stale warning about num_return_sequences are not the same bug." + "reason": "Invalid GenerationConfig for GLM-5 and a stale num_return_sequences warning are unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer-loading regression is too broad to equate with a specific Qwen3 offset_mapping defect." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not clearly the same defect." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional masks are different attention bugs." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping assumptions and flash_attention crash on s_aux=None are unrelated." + "reason": "Tokenizer mapping None-handling and an AttributeError in flash_attention.py for sink-less models are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation references to removed pipeline APIs are unrelated to a flex_attention import/version check." + "reason": "Docs still referencing pipeline() and a flex_attention version check bug are unrelated." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Different tokenizer families and symptoms; offset mapping vs incorrect results in v5 are not enough to merge." + "reason": "Generation cache missing in v5 and a padding performance issue are different areas." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak report and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Generation cache handling and numpy-to-list conversion performance are unrelated." + "reason": "Device-dependent lm_head.weight serialization and NaNs in classification heads are separate failures." } ] }, @@ -14502,13 +14613,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 47, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -14526,17 +14637,17 @@ "issue:43408", "issue:43450", "issue:43742", - "issue:43906", "issue:43937", "issue:43986", + "issue:44075", "issue:44117", "issue:44220", "issue:44261", "issue:44291", "issue:44410", - "issue:44466", "issue:44484", "issue:44496", + "issue:44779", "issue:44829", "issue:44877", "issue:44933", @@ -14553,7 +14664,7 @@ "issue:45478", "issue:45542", "issue:45561", - "issue:46002", + "issue:45656", "issue:46178", "issue:46209", "issue:46231", @@ -14562,233 +14673,245 @@ "issue:46512" ], "soft_pairs": [ - "issue:42673|issue:43906", "issue:44291|issue:45071", - "issue:44466|issue:46002", + "issue:39401|issue:44779", "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:44410|issue:45310", - "issue:45341|issue:45561", "issue:45341|issue:46328", "issue:38617|issue:41628", - "issue:43122|issue:46298", + "issue:45341|issue:45561", "issue:44117|issue:45081", "issue:42222|issue:46178", - "issue:45071|issue:46512", "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:43122|issue:46298", "issue:43408|issue:43742", - "issue:45362|issue:46328", "issue:42617|issue:45341", + "issue:45362|issue:46328", "issue:42371|issue:44261", "issue:44877|issue:46231", "issue:42490|issue:42673", "issue:44484|issue:45310", + "issue:38617|issue:44220", "issue:39401|issue:46209", "issue:43937|issue:44496", - "issue:38617|issue:44220", "issue:44933|issue:45278", "issue:42371|issue:42831", - "issue:43066|issue:43122", "issue:44410|issue:45478", - "issue:42222|issue:45542" + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:43066|issue:43122" ], - "prepared_review_unit_hash": "4a9423d56d432fcea0e2b32d56c12248950fd418131600127d643b42d1d40e57", + "prepared_review_unit_hash": "b83adb68aee9c5da534aa9102c661ba636b9d995d57aa90b817b0619785a6c3d", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36459, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers issues across import regressions, tokenizer behavior, Qwen-specific bugs, testing utilities, and model-loading problems. The soft pairs mostly share only broad subsystem names, not the same concrete defect, so they should be kept separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the best representative of the cluster because it captures the broad v5 upgrade/import-regression theme that overlaps most with the other API-breakage items, even though the cluster is still heterogeneous overall.", + "summary": "This cluster is mostly a loose thematic group of unrelated Transformers bug reports. I would keep issue 45278 as the broadest representative because it summarizes a general import-regression class, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 45278 is the broadest, most general report in the set: it describes multiple import errors after upgrading Transformers, which makes it the best umbrella representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest issue anchor here: broad, user-facing, and closest to the shared import/API-breakage subset. It is not a true duplicate of the others, but it is the most central representative available.", + "best_issue_reason": "Issue 45278 is the most suitable global representative because it is broad, upgrade-oriented, and can plausibly subsume adjacent import-regression reports better than the more model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "Different Qwen/threading VRAM leak vs an isolated reproduction of another issue; no shared code-path bug." - }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5 regressions, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; different failures." + "reason": "Both are version-related breakages, but one is an init_empty_weights/_is_hf_initialized error and the other is PretrainedConfig type checking; different code paths and symptoms." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Serialization/tied-weights problem vs NaNs after checkout+init; unrelated symptoms and mechanics." + "reason": "Both concern tokenizer correctness, but they target different models and failures: Qwen3 offset_mapping vs Deepseek tokenization output." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different root causes." + "reason": "One is batched video-processor shape handling, the other is a crash loading a video model without torchvision; related area, different bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different models and different generation failures; same broad area only." + "reason": "Different model-specific generation problems: invalid GenerationConfig for GLM-5 versus flash-attention generation failure for Qwen3.5." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning issue vs PyTorch version check for flex_attention import; unrelated." + "reason": "Unrelated issues: a PEFT version pin bump versus a PyTorch version check bug in flex_attention." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; distinct architectures and bugs." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; not the same defect." + "reason": "Both mention Qwen3.5/Qwen3-next, but one is missing projections in a layer and the other is a from_pretrained load error; not the same defect." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing utils issue vs SequenceFeatureExtractor.pad performance bug; unrelated." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different files and different problems." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths." + "reason": "Both are import errors, but they involve different symbols and modules: layer_type_validation versus AutoImageProcessor." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Tokenizer behavior regression vs noisy logging; no actual bug overlap." + "reason": "Both touch testing utilities, but one is a small bug and the other is a pytest-xdist race on captured_info.txt; different underlying issues." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; different tokenizer-loading failures." + "reason": "Both are tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same fix." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose model breakage vs tensorflow_text backend mapping error; unrelated." + "reason": "Vitpose model breakage and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a flash_attention_3 training degeneration bug, the other is an incorrect checkpoint saved for Qwen3.5; different behavior and code path." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-check regression vs stale dtype after from_config; different config bugs." + "reason": "Type-checking regression in PretrainedConfig versus stale model.config.dtype after from_config(dtype=...); different state-management bugs." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different tokenization regression versus a noisy logging message; no shared underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_* versus a key error loading MobileLLM; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression; unrelated." + "reason": "A runtime failure in 3d_parallel.py and a testing_utils bug are not the same issue." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Model-type warning for sam3_tracker vs MobileLLM key error; different loading issues." + "reason": "Qwen3.5 chat crash and a padding performance inefficiency are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API warning vs RMS norm epsilon precision issue; unrelated." + "reason": "TF32 API guidance and MLA q_a_layernorm precision drift are different problems." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict granite_speech config loading vs a docs parameter-name typo; not the same bug." + "reason": "Strict config loading for granite_speech is unrelated to the doc typo in set_training()." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Trailing-slash import warning vs VRAM leak in dataloader threads; different problems." + "reason": "Trailing-slash import warning and multi-thread VRAM leak are different bugs." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Question about max_shard_size vs Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "A question about max_shard_size and a Qwen3.5 from_pretrained error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/callsite failures: missing layer_type_validation versus _torch_extract_fbank_features issue." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; no overlap." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig invalid vs unrecognized model_type in config.json; different loading paths." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for a missing symbol vs audio feature-extraction bug; unrelated." + "reason": "GenerationConfig validation for GLM-5 is different from unrecognized model/config loading." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both are import-regression themed, but this is a specific missing import from image_utils while the other is a broad upgrade-wide import breakage." + "reason": "Both are import-related, but 44933 is one missing import from image_utils while 45278 reports a broader upgrade-wide import regression; not the same concrete bug." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API control issue vs FineGrainedFP8 accuracy problem; unrelated." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Tokenizer decoder-type issue vs tokenization change between versions; same area but not the same concrete bug." + "reason": "TF32 behavior settings and a FineGrainedFP8 accuracy issue are distinct precision/performance concerns." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Qwen3Next projection bug vs another Qwen3.5 MoE from_pretrained error; distinct defects." + "reason": "Different Qwen3.5/Qwen3-next loading problems with different symptoms and likely different fixes." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model warning vs undefined tf backend due to missing TensorFlow; unrelated." + "reason": "Vitpose model breakage and an undefined tf backend error due to tensorboard-only install are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step being called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions across v5, but one is decoder type selection and the other is changed tokenization output; not enough evidence of a single underlying fix." } ] }, @@ -14802,13 +14925,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 48, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -14831,7 +14954,6 @@ "issue:43931", "issue:43986", "issue:44038", - "issue:44075", "issue:44117", "issue:44261", "issue:44263", @@ -14854,34 +14976,33 @@ "issue:45478", "issue:45542", "issue:45588", - "issue:45656", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46231", "issue:46369" ], "soft_pairs": [ - "issue:44075|issue:45656", "issue:42175|issue:42222", - "issue:44483|issue:45464", "issue:43097|issue:44493", - "issue:43673|issue:45341", "issue:43874|issue:44261", - "issue:43012|issue:43577", "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", "issue:41628|issue:45071", "issue:45071|issue:45542", + "issue:44483|issue:45464", "issue:27957|issue:43352", "issue:44484|issue:45478", + "issue:43931|issue:44410", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43931|issue:44410", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", - "issue:45003|issue:45341", "issue:43986|issue:45341", + "issue:45003|issue:45341", "issue:45753|issue:46369", "issue:44933|issue:46231", "issue:43874|issue:44263", @@ -14889,239 +15010,240 @@ "issue:43986|issue:44484", "issue:44117|issue:44987", "issue:44261|issue:44485", + "issue:43531|issue:45341", "issue:43986|issue:45372", "issue:45440|issue:46172", - "issue:43531|issue:45341", "issue:38617|issue:42757", "issue:43064|issue:44315", - "issue:43097|issue:45588" + "issue:43097|issue:45588", + "issue:43097|issue:46050" ], - "prepared_review_unit_hash": "d35822b931c3d11af8b81bc5560ecbd6d26bb23b132bd5ce80dee17150cfbe65", + "prepared_review_unit_hash": "09f5cf84e584865ba7ade27fe701579d746d801bd77b2bb8efd96b6dc18c8f33", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37307, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it contains many v5-era regressions and import/model-loading failures, but the soft pairs are not the same underlying bug. No pull requests are present.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43097 is the closest umbrella representative for the v5 breaking-change/regression subset, but it is not a true duplicate of most others.", + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and model-specific bugs, but the soft pairs are not duplicate-grade matches. They usually share a broad theme (imports, model loading, attention, or config changes) without the same concrete code path or fixable change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43097 is the clearest broad regression report in the set: a concrete v5 breaking change with downstream impact, making it the best representative issue for the cluster even though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best overall cluster representative because it is a concrete, broadly applicable API-break report rather than a highly model-specific one-off.", + "best_issue_reason": "43097 is the strongest global issue candidate because it is specific enough to be actionable, yet broad enough to stand in for the cluster\u2019s recurring v5 compatibility regressions better than the many narrowly scoped model/import bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is deepspeed causing a double optimizer step; different code paths." - }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow extras install problem and broken vitpose models are unrelated failures." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "One is a general /v1/chat/completions API rejection, the other is a Qwen3.5 streaming inference issue; not the same bug." + "reason": "Both mention backend/model setup, but one is about missing TensorFlow in a torch install while the other is a broken vitpose model package path." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is removal of tie_embeddings_and_encoder_decoder, the other is unexpected position-id keys; different regression." + "reason": "One is an API removal complaint; the other is an unexpected key/position-id mismatch across many models. Different failure modes and fixes." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; unrelated." + "reason": "Both are about multimodal token counting, but one is a missing processor method and the other is a config epsilon precision mismatch." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Missing image-patch-count method and MLA rms_norm_eps precision mismatch are distinct model bugs." + "reason": "These are different bugs in different model families: torch.split return handling versus RoPE implementation." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "One is a PyTorch warning during bfloat16 compilation, the other is a dtype loading mismatch in BLIP2; different symptoms and fixes." + "reason": "Both involve dtype behavior, but one is a PyTorch warning during compile and the other is Blip2 components staying float32 on load." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "Generation cache handling and a testing utility bug are unrelated code paths." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are separate API regressions." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are separate API/typing issues." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression in PreTrainedConfig vs undefined tf backend when only tensorboard is installed; not the same issue." + "reason": "Type checking regressions are unrelated to the TensorFlow backend being missing when only tensorboard is installed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions behavior, but one is an API contract failure and the other is a streaming inference issue for a specific model." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both involve Flash Attention 2, but different models and different support problems; not mergeable as one fix." + "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronH support; different model-specific enablement issues." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "These are different Qwen3.5 MoE loading errors with no evidence of the same underlying bug or patch." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 transpose logic are different code paths." + "reason": "Both are Qwen/VL load issues, but one is a generic weight-shape mismatch and the other is missing layer projections in a specific architecture layer." }, { - "left": "issue:44360", + "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose bug." + "reason": "Different tensor-shape/transpose issues in different model internals; not the same defect." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading failures." + "reason": "A missing ReLU in a DSA indexer and a comb transpose bug are unrelated implementation mistakes." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral-3 FlashAttention failure and flash_attention_3 causing degenerate training are different bugs and fixes." + "reason": "Both relate to attention, but one is FlashAttention failure in Ministral and the other is training degeneration with flash_attention_3." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL-family issues with different failure modes; not the same underlying bug." + "reason": "Both touch Qwen3-VL/Qwen3-VL-Moe loading, but they describe different breakages and likely different fixes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Tie-embeddings removal and gguf_file loading breakage are unrelated regressions." + "reason": "A removed config helper and a gguf_file/from_pretrained loading breakage are unrelated regressions." }, { - "left": "issue:45003", + "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access is not the same as the testing_utils bug." + "reason": "One is an AutoProcessor/torchvision dependency crash; the other is a testing utility bug." }, { - "left": "issue:43986", + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Missing torchvision during AutoProcessor loading and a testing_utils bug are unrelated." + "reason": "sys.modules access safety and a testing helper bug do not share the same underlying defect." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite-loop behavior on one image and memory overflow in sam3-litetext are different failure modes." + "reason": "Both are model-specific runtime problems, but one is an infinite loop on a specific image and the other is a memory overflow in sam3-litetext." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing import from image_utils and a documentation/parameter-name mismatch are not duplicates." + "reason": "A nonexistent image_utils import and a documentation parameter mismatch are not the same issue." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM internals: one missing method, the other torch.split output handling." + "reason": "Missing multimodal-patch method versus torch.split return handling are separate bugs." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Chunked_prefill cache handling and MaskGenerationPipeline final-batch dropping are unrelated." + "reason": "Generation cache missing during chunked prefill and MaskGenerationPipeline dropping the last partial batch are different pipeline failures." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor torchvision crash and a shard-size question have no shared bug." + "reason": "A missing torchvision dependency crash and a save_pretrained shard-size question are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are separate loading issues." + "reason": "Tokenizer mapping None handling and a model-specific loading failure are not the same underlying bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA rms_norm_eps precision error and GLM-5 RoPE implementation are different model defects." + "reason": "Config rms_norm_eps precision mismatch versus GLM-5 RoPE implementation are different model/math issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE and a testing utility bug are unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/loading problems, but one is missing torchvision and the other is a mistral_common ReasoningEffort import error." + "reason": "Missing torchvision versus mistral_common ReasoningEffort import failure are different dependency/import problems." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 transpose bug." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and the testing_utils bug are unrelated." + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 comb transpose bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; same broad symptom, but not the same underlying breakage." + "reason": "Both are import errors from dependencies, but they affect different symbols and packages." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying under model_init are different training-stack issues." + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not applying in model_init are different training-stack bugs." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings removal and an AttributeError in integrations/flash_attention.py are unrelated bugs." + "reason": "A removed API in v5.0.0 and a flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal and a quantization save/load failure are different regressions with different fixes." } ] }, @@ -15135,16 +15257,17 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 49, "review_unit_count": 54, "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-10000-463", "nodes": [ + "issue:36683", "issue:38617", "issue:42890", "issue:42907", @@ -15156,6 +15279,7 @@ "issue:43352", "issue:43502", "issue:43550", + "issue:43582", "issue:43824", "issue:43825", "issue:43873", @@ -15185,7 +15309,6 @@ "issue:45584", "issue:45712", "issue:45753", - "issue:46050", "issue:46132", "issue:46172", "issue:46178", @@ -15194,13 +15317,12 @@ "issue:46421" ], "soft_pairs": [ - "issue:43097|issue:46050", "issue:43502|issue:43992", "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:38617|issue:44351", - "issue:44062|issue:44117", "issue:42890|issue:46298", + "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:44936|issue:46365", "issue:44704|issue:45103", @@ -15209,245 +15331,252 @@ "issue:43824|issue:43986", "issue:44938|issue:46178", "issue:43992|issue:44484", - "issue:43208|issue:43550", "issue:42907|issue:44655", - "issue:43066|issue:43906", - "issue:43012|issue:44368", + "issue:43208|issue:43550", "issue:43012|issue:43550", - "issue:45712|issue:46298", "issue:42907|issue:45753", + "issue:43012|issue:44368", "issue:43825|issue:44655", - "issue:43097|issue:46298", + "issue:43066|issue:43906", + "issue:45712|issue:46298", "issue:43352|issue:44380", + "issue:43097|issue:46298", "issue:43352|issue:43976", "issue:44162|issue:46172", "issue:45584|issue:46365", "issue:44380|issue:46132", "issue:44077|issue:46365", "issue:44380|issue:45479", - "issue:43064|issue:44380", - "issue:44222|issue:45478" + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "cb740c35e1797ef0370c9327e52d47eb02f136c9ea08bb07f9ff8e49af421414", + "prepared_review_unit_hash": "4f7853eb35709abf4be9154270035d36bb78529e0d9e4ec2b7c4dc244b9f23e4", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36855, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 37428, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: import errors, model-specific regressions, tokenizer/loading issues, trainer bugs, and warning/config regressions. None of the proposed soft pairs look like the same underlying bug or change, so I rejected all soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43097 is the broadest, clearest standalone v5 regression in the set and the best representative anchor if one issue must be chosen, though there is no true duplicate cluster here.", + "summary": "These are mostly unrelated Transformers bug reports spanning distinct subsystems; none of the soft-similarity pairs look like true duplicates, so I rejected them all.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the most representative user-facing regression among these unrelated reports: it describes a concrete API/behavior change in Transformers v5 with clear impact and discussion.", + "best_issue_reason": "issue:43502 is the strongest standalone report here: it has a concrete, reproducible failure mode and clear user impact, but it is not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Different problems: a v5 embeddings-tie API removal vs quantized save/load breakage after serialization." - }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both involve loading behavior, but one is an unwanted API request despite local_files_only and the other is a missing embed_tokens weight on UMT5Encoder." + "reason": "Different bug classes: offline file-loading/network behavior vs missing encoder weights in UMT5." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-family issues, but one is missing attention projections in qwen3next and the other is a config field being dropped in Qwen3_5MoeVisionConfig." + "reason": "Both are Qwen-related, but one is missing attention projections while the other is a config field being dropped by @strict." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different model families and failures: Qwen3-VL-Moe bug versus qwen3next missing projections." + "reason": "Qwen3-VL-Moe compatibility error is unrelated to missing qwen3next projections." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + "reason": "Both are import failures, but they involve different symbols and different broken APIs/modules." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "One is an AddedToken constructor argument conflict; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." + "reason": "Tokenizer construction argument collision is different from TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different code paths: missing indication for a removed config field versus offloading failure with quantization." + "reason": "Removal of a config attribute in v5 is unrelated to quantization/offloading behavior." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after train is not the same as Trainer import breaking when datasets is installed." + "reason": "Trainer.evaluate() after train() failure is unrelated to importing Trainer being affected by datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough and auto_docstring crashes under future annotations are unrelated subsystems." + "reason": "Both involve loading/helpers, but cached_file kwargs propagation is a different bug from auto-docstring annotation handling." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "A crash loading video models without torchvision is unrelated to tokenizer mapping returning None." + "reason": "AutoProcessor/torchvision import handling is unrelated to tokenizer mapping assumptions in from_pretrained." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different issue from cache lazy initialization causing recompilation." + "reason": "Attention scaling backend bug is not the same as cache lazy initialization causing recompilation." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different failures: missing Qwen2.5-VL class export versus AutoProcessor/torchvision loading crash." + "reason": "Missing Qwen2.5-VL export/import is unrelated to AutoProcessor crashing without torchvision." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and missing BACKENDS_MAPPING entry for tensorflow_text are unrelated." + "reason": "Python 3.14 import/load failure is unrelated to a missing backend mapping for tensorflow_text." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "A missing encoder weight on load is unrelated to the 50GB shard-size behavior in save_pretrained." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "Distinct model-specific training bugs affecting xLSTM versus Bamba SDPA torch.compile." + "reason": "Missing encoder weights is a model-loading bug, not the save_pretrained shard-size question." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained failure modes." + "reason": "Dequantized model save failure and Pipeline save_pretrained failure affect different save paths and object types." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another unrelated issue." + "reason": "xLSTM training blockers are unrelated to Bamba torch.compile + SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A bfloat16 precision warning during compile is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + "reason": "Bfloat16 compile warning is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "These are different model/backend problems with no shared failing code path." + "reason": "Saving dequantized models is not the same as Qwen3.5 infinite-loop generation on a specific image." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Leftover dummy classes and noisy logging are separate maintenance issues." + "reason": "PyTorch precision warning during compile is unrelated to the tie_word_embeddings config warning." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models has nothing to do with a Qwen3_5 image-specific infinite loop." + "reason": "Incorrect pipeline task messaging is unrelated to inability to save Pipeline objects." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "An incorrect translation-task suggestion in pipeline() is unrelated to saving Pipeline objects." + "reason": "Tokenizer decoder-type mismatch is unrelated to the isolated reproduction of a different issue." }, { - "left": "issue:43097", + "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "A v5 API regression is not the same as a noisy logging message." + "reason": "Dummy class leakage/check_repo failure is unrelated to a noisy logging message." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but one is missing Flash Attention 2 support and the other is attention scaling being ignored under SDPA/FlashAttention." + "reason": "Flash Attention support error for NemotronH is a model capability issue, not GPT2 attention scaling." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config attribute in v5 is unrelated to logging noise." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unsupported Flash Attention 2 on one model is unrelated to a Python-version compatibility failure." + "reason": "Flash Attention support error is unrelated to the Python-version compatibility issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model bugs." + "reason": "ESM2 model breakage is unrelated to a deepseek-v4 tensor transpose bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation on empty transcription is unrelated to importing Trainer failing because datasets is installed." + "reason": "Whisper empty-transcription generation bug is unrelated to Trainer import problems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "A model config rule for patchtsmixer is unrelated to a Trainer import-time dependency conflict." + "reason": "patchtsmixer post_init policy is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling being ignored and degenerate zero loss in sequence classification are different bugs." + "reason": "Attention scaling backend bug is unrelated to the single-label-classification zero-loss bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Distributed optimizer state corruption is unrelated to GPT2 attention scaling under backend changes." + "reason": "Both are Qwen/MoE save or load bugs, but FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failures." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "FP8 save_pretrained issues and a Qwen3.5 MoE from_pretrained error are related only superficially; they are not the same concrete failure." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." } ] }, @@ -15461,13 +15590,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 50, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -15486,8 +15615,8 @@ "issue:43352", "issue:43475", "issue:43502", + "issue:43525", "issue:43526", - "issue:43582", "issue:43611", "issue:43618", "issue:43756", @@ -15521,275 +15650,280 @@ "issue:46365" ], "soft_pairs": [ - "issue:36683|issue:43582", "issue:42175|issue:46365", - "issue:42490|issue:43012", "issue:38617|issue:43502", - "issue:44483|issue:44514", - "issue:43012|issue:44683", "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", "issue:42757|issue:43824", - "issue:45600|issue:46298", + "issue:44483|issue:44514", "issue:45698|issue:46172", + "issue:45600|issue:46298", "issue:44038|issue:44230", "issue:43618|issue:44380", "issue:43618|issue:43761", - "issue:44483|issue:45290", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:44625|issue:46365", + "issue:44483|issue:45290", "issue:36683|issue:43475", - "issue:42898|issue:43066", "issue:43756|issue:44485", - "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:42898|issue:43066", "issue:36010|issue:42757", "issue:43352|issue:43937", + "issue:45276|issue:46077", "issue:43611|issue:44655", "issue:44655|issue:46050", "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:43976|issue:44938", - "issue:44625|issue:46077", "issue:43352|issue:45593", - "issue:46077|issue:46082" + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" ], - "prepared_review_unit_hash": "5b2d151c5654c0f8fa990c489d4c957ae4e84551b2cafc8d67e0c7b5feb260b8", + "prepared_review_unit_hash": "12406937f5da6622f4f039612e47dbc103ef1db1dfff32b6c717d62975bfac95", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36525, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "soft_pair_count": 33, + "serialized_chars": 37122, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues linked only by broad textual similarity. The only plausible duplicate pair is the CLIP v5 regression around missing vision-model outputs; everything else is too semantically different to merge as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43761 is the most complete and specific representative of the CLIP v5 regression family, with a clear reproducer and broader regression framing; it also covers the same forward-output omission class as the related attentions report.", + "summary": "This cluster is very heterogeneous: it mixes unrelated import errors, model/config regressions, save/load bugs, tokenizer/chat-template issues, and backend-specific behavior changes. I found no soft pair that clearly shares the same underlying bug/change, so all candidate duplicate edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43618 is the clearest representative anchor: a concrete, well-scoped v5 regression in CLIP output handling, and it sits near other CLIP-related regression reports in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the best duplicate target here because it is detailed, regression-focused, and most useful as the anchor for the CLIP output-missing bug family.", + "best_issue_reason": "43618 is the strongest single issue to anchor the cluster because it is specific, reproducible, and central to the nearby v5 regression reports; it is more representative than the more one-off import/config/save bugs elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Different failures in different areas: Gemma3 config attribute error vs Apple Silicon allocator TypeError." - }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Unrelated import/install problems; one is missing TensorFlow backend in extras, the other is Trainer import affected by datasets." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Both are runtime warnings, but the underlying bugs are unrelated: local path slash import warning vs bfloat16 compilation precision warning." + "reason": "Different failure modes: backend/dependency packaging versus Trainer import breakage." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different code paths: missing import from configuration_utils vs local_files_only still triggering network requests." + "reason": "Unrelated import error in configuration_utils versus unwanted network requests in local_files_only mode." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "One is an OpenAI-compatible chat-completions acceptance issue, the other is a chat-template crash on batched tool-call inputs." + "reason": "Completely different bugs: xLSTM training failures versus BeitImageProcessorFast label reduction." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Distinct compiler/backend issues; bfloat16 warning is not the same as compiled flex_attention failing on torch >= 2.9." + "reason": "Both are warnings, but about different paths: local model path handling versus bfloat16 compile precision warnings." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Completely different models/components: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + "reason": "Different compiler/backend problems: a PyTorch precision warning versus flex_attention failing on torch>=2.9." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols from different packages and different fixes." + "reason": "Both are import errors, but for different symbols and modules; not the same underlying issue." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "CI break from removed Sam3LiteText configs is unrelated to a noisy logging message." + "reason": "One is an OpenAI-style chat completions API rejection, the other is apply_chat_template crashing on batched input." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Different persistence/serialization paths: wrong custom module reload vs DeepSeek tensor dtype/transpose bug." + "reason": "Unrelated: wrong custom module restored after save/load versus a DeepSeek tensor/dtype transpose bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed config references is unrelated to a noisy logging message." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a loading regression and the other is an fp8 inference support request; not the same bug." + "reason": "Same model family, but different problems: loading regression versus fp8 inference support request." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP missing attentions and GPT2 attention scaling under SDPA/FlashAttention are different model/back-end regressions." + "reason": "Both are attention-related regressions, but they affect different models/code paths and different symptoms." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Same CLIP v5 forward-output regression family: both report missing outputs from the CLIP vision forward path and could plausibly be fixed together." - }, - { - "left": "issue:44483", - "right": "issue:45290", "accept": false, - "reason": "Different request parsing layers and symptoms; chat-completions rejection is not the same as tokenized chat-template crashes." + "reason": "Same CLIP family, but one loses attentions while the other loses hidden_states; different concrete regressions." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different model-loading failures: Qwen3VL MoE incompatibility vs state_dict ordering causing load errors." + "reason": "Different load failures: Qwen3VL-Moe loading breakage versus a sorted-state_dict model load error." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve save/load APIs, but one is quantized model saving and the other is Pipeline serialization; not the same concrete bug." + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline.save_pretrained behavior." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different issues in different subsystems: Qwen3.5 config propagation vs Trainer import interference from datasets." + "reason": "Different layers: chat/completions API acceptance versus tokenizer chat-template crashing on tool-call messages." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but they affect unrelated models and missing fields." + "reason": "Different missing-attribute bugs in different model configs/outputs; no shared code path evident." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Separate v5 behavior changes: tokenization-space cleanup vs wrong tokenizer decoder type." + "reason": "Both mention RoPE, but one is a layer-drop bug in Smollm3 and the other is a GLM-5 implementation discussion." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only at a very high level, not the same bug." + "reason": "Qwen3.5 config propagation bug is unrelated to a Trainer import issue." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Both are Gemma4 issues, but resize-token-embeddings and bidirectional attention mask construction are different code-path bugs." + "reason": "Both are tokenizer/v5 issues, but one changes clean_up_tokenization_spaces behavior and the other has a decoder type regression." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different dependency boundaries." + "reason": "Different import failures for different exported symbols from different packages." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support limitation is unrelated to a GenerationConfig validation error." + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resize propagation versus bidirectional attention masks." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different loading/saving failures: base_model_prefix breakage vs Pipeline save_pretrained serialization." + "reason": "Both involve save/load, but one is base_model_prefix loading and the other is saving Pipeline objects." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save_pretrained/from_pretrained-related, but one is Pipeline persistence and the other is quantized-model restoration." + "reason": "Different persistence bugs: Pipeline.save_pretrained versus quantized-model save/load via sinq." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different model/config validation problems; no shared concrete bug." + "reason": "Unrelated config attribute bug versus a patchtsmixer post_init validation rule." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict sorting load bug and Qwen3.5 checkpoint regression are distinct save/load issues." + "reason": "Both concern checkpoint loading/saving, but the concrete failure mechanisms and affected models differ." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python-version compatibility failure and Python 3.14 load failure are not the same regression." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated model bugs." + "reason": "Both are Python compatibility issues, but they target different Python versions and likely different causes." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "FlashAttention 2 support error is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Unrelated model-specific runtime limitation versus a loss-function/auxiliary-loss bug." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different Gemma4/Llama config behaviors; attention masking and head_dim validation are unrelated." + "reason": "Different config validations: Gemma4 attention-mask construction versus LlamaConfig head_dim acceptance." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and unrelated fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention-output regression is unrelated to Qwen3.5 checkpoint corruption after save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation problems in different model families; not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft pairs. The only accepted duplicate pair, issue:43618 and issue:43761, is plausibly the same CLIP v5 forward-output regression family. The other pairwise rejections are appropriately cautious and do not overclaim sameness across distinct bugs or subsystems." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 51, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -15803,8 +15937,8 @@ "issue:43064", "issue:43065", "issue:43502", - "issue:43525", "issue:43575", + "issue:43576", "issue:43618", "issue:43723", "issue:43867", @@ -15819,16 +15953,15 @@ "issue:44355", "issue:44360", "issue:44387", + "issue:44485", "issue:44492", "issue:44556", - "issue:44625", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:45071", "issue:45125", - "issue:45216", "issue:45278", "issue:45310", "issue:45357", @@ -15838,14 +15971,12 @@ "issue:45561", "issue:45600", "issue:45850", + "issue:46132", "issue:46202", "issue:46285", "issue:46365" ], "soft_pairs": [ - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44625", "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:43010|issue:45278", @@ -15855,11 +15986,11 @@ "issue:43867|issue:46202", "issue:44938|issue:45071", "issue:36683|issue:43064", - "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:43010|issue:45850", - "issue:43992|issue:45478", + "issue:41669|issue:44246", "issue:43867|issue:45357", + "issue:43992|issue:45478", "issue:36296|issue:43575", "issue:43618|issue:44077", "issue:43010|issue:43976", @@ -15871,254 +16002,254 @@ "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", - "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:44222|issue:45125", - "issue:43010|issue:43065" + "issue:43723|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478" ], - "prepared_review_unit_hash": "ce00ff266c7a5619775599b688c2b1a2ab58bf23cfed86e0484aa26dd4dcece9", + "prepared_review_unit_hash": "cba4936b61c96c7365841ace451d0f96ed00ccce70aee87597248472dd85a922", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36821, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regression reports (loading, config, tensor-parallel, CI, save_pretrained, etc.). I only see one credible duplicate edge: the two import-slowdown reports around `import transformers`.", - "confidence": 0.59, - "canonical_issue_reason": "issue:41669 is the most concrete report in the only credible duplicate pair: it identifies an import-time slowdown and a likely cause, making it a better anchor than the more generic follow-up report.", + "summary": "This cluster is dominated by broad v5 regression reports, but the individual issues point to different concrete failures (tokenizer loading, tensor parallelism, config fields, memory, CI, cache updates, etc.). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The most representative issue is the broad upgrade-regression report about many import errors after moving from 4.57.0 to 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it explicitly captures the broad upgrade regression theme that most other titles loosely resemble.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the clearest representative of the cluster\u2019s only true duplicate relationship and describes a concrete performance regression with actionable detail.", + "best_issue_reason": "Issue 45278 is the most general and concrete anchor for the cluster\u2019s shared \u2018v5 breaks things after upgrade\u2019 theme, even though the rest are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are config-attribute errors, but they affect different models and different missing fields (`vocab_size` vs `pad_token_id`)." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Unrelated bugs: missing CLIP attentions assignment vs Qwen3.5 checkpoint save corruption." - }, - { - "left": "issue:36683", - "right": "issue:44625", - "accept": false, - "reason": "Different model-specific config propagation bugs; not the same underlying issue." - }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different failure modes and code paths: missing UMT5 weights vs Qwen3.5 MoE `from_pretrained` error." + "reason": "Both involve Qwen/token loading, but one is a missing embedding weight and the other is a Qwen3.5 Moe from_pretrained error; not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training optimizer state corruption is unrelated to a cache-strategy typo." + "reason": "Wrong optimizer state on FSDP2/PEFT vs a cache strategy typo; unrelated failures." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "`torch.no_grad` cache-update behavior and broad import errors after upgrade are different issues." + "reason": "Cache/Layer update no_grad behavior is unrelated to broad import errors after upgrade." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling is unrelated to `Trainer` import failing because of `datasets`." + "reason": "Optimizer SGD args not used vs import failure caused by datasets dependency; different code paths." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-time failures, but one is compiled-file handling and the other is a Python 3.13 `torch.jit.script` parsing issue." + "reason": "Compiled Python file errors vs Python 3.13 IndentationError in DebertaV2 import; not the same issue." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading order error and missing Qwen3.5 vision config field are different bugs." + "reason": "State_dict sorting load error vs missing Qwen3.5 vision config field; different model-loading problems." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different model-loading regressions with no clear shared code-path." + "reason": "State_dict load failure vs Gemma pipeline roundtrip issue; different symptom and model." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking regression are unrelated." + "reason": "Python 3.14 import failure vs PretrainedConfig type-checking regression; not the same underlying bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Config attribute errors and FSDP/PEFT optimizer-state bugs are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both report the same import-time slowdown for `transformers`; one is a concrete cause analysis, the other the user-facing symptom." + "reason": "Gemma3Config vocab_size attribute error vs FSDP2 optimizer-state corruption; unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A missing `set_seed` in one model test is unrelated to an xdist file-write race in patched testing utils." + "reason": "SamHQ test seed flakiness vs xdist race on captured_info.txt; both test-related but different races." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache-update decoration and a broad complaint about many broken models are not the same bug." + "reason": "Specific no_grad decoration request vs a generic complaint that v5 breaks too many models." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "These are different model-loading issues for different architectures and symptoms." + "reason": "Import * performance issue vs intermittent slow import; same area, but not the same concrete cause." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict sort/load failure is unrelated to incorrect visual encoder keys in `save_pretrained`." + "reason": "State_dict load error vs Qwen3.5 save_pretrained saving wrong visual encoder keys; opposite direction and different bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight vs Qwen3.5 Moe from_pretrained error; not enough evidence of a single defect." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." + "reason": "Tensor-parallel training bug vs TP OOM when loading Qwen2-57B-A14B-Instruct; related subsystem but different failure mode." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions regression and `patchtsmixer` post-init policy are unrelated." + "reason": "CLIPOutput attentions missing vs patchtsmixer post_init restriction; different model behaviors." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "`torch.no_grad` cache update behavior is unrelated to Python-version compatibility failure." + "reason": "Cache no_grad change vs Python 3.9/3.10 compatibility issue; unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch ImportError and tokenizer-loading regression are different code paths." + "reason": "AutoModel missing PyTorch ImportError vs tokenizer-loading regression; both loading-related but different libraries and failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both mention CLIP, but the bugs are different: attentions assignment vs structural inconsistency in CLIP text models." + "reason": "CLIPOutput attentions assignment vs CLIP text model structure inconsistency; same model family, but different API changes." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "No shared underlying bug; one is a CLIP output regression, the other an AMP crash in a different model." + "reason": "Missing CLIP attentions vs LwDetrImageLoss AMP crash; different models and code paths." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 MoE divergence." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated architectural issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading API requests and `AddedToken` kwarg collisions are unrelated tokenizer issues." + "reason": "local_files_only still making API calls vs AddedToken special-argument TypeError; different tokenizer/network failures." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness and Phi-4 multimodal loading failure are unrelated." + "reason": "SamHQ test seeding flake vs Phi-4-multimodal-instruct load failure; different model/test contexts." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Two CI/test failures, but not the same underlying race or code-path." + "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override CI failure; both CI-related but not duplicates." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Missing `set_seed` in a test and stale auto-mapping references are unrelated CI issues." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are similar in theme but not the same concrete bug." + "reason": "SamHQ test flake vs auto_mappings referencing removed configs; unrelated test/model maintenance issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload failure are different issues." + "reason": "int4 quantization memory regression vs checkpoint reload failure after upgrade; both v5-related but not the same bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` corruption and missing `_tp_plan` for tensor parallelism are distinct Qwen3.5 MoE problems." + "reason": "FP8 save_pretrained moe bug vs missing _tp_plan for tensor parallelism; different functionality." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained issue vs checkpoint reload incompatibility after upgrade; both loading-related but different objects and symptoms." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update decoration and the dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Cache/Layer no_grad request vs dummy Conv2d in Sam3PixelDecoder; unrelated implementation changes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "transformers env command broken vs AttentionInterface.register behavior change; different utilities and failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leak vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan vs Qwen3.5 Moe from_pretrained error; related model family, but different concrete bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:41669 \u2194 issue:44246, is plausible from the titles and reference signal, and the rejected pairs are mostly justified by clearly different models, failure modes, or code paths. No obvious overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 52, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -16154,6 +16285,7 @@ "issue:44485", "issue:44492", "issue:44556", + "issue:44623", "issue:44655", "issue:44749", "issue:44908", @@ -16161,33 +16293,29 @@ "issue:44961", "issue:45071", "issue:45125", + "issue:45230", "issue:45362", "issue:45375", "issue:45468", - "issue:45478", "issue:45850", - "issue:46132", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ - "issue:43576|issue:46132", - "issue:43502|issue:44485", - "issue:45125|issue:45478", "issue:44355|issue:44749", "issue:42548|issue:44351", "issue:30333|issue:33453", "issue:45125|issue:45375", "issue:43010|issue:43232", - "issue:43502|issue:44222", "issue:30990|issue:31795", - "issue:43299|issue:44556", + "issue:43502|issue:44222", "issue:43502|issue:44961", + "issue:43299|issue:44556", "issue:42831|issue:43874", "issue:30333|issue:36296", - "issue:44355|issue:45071", "issue:43827|issue:44961", + "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:27957|issue:33453", @@ -16207,252 +16335,241 @@ "issue:36296|issue:43526", "issue:44315|issue:46209", "issue:43673|issue:44492", - "issue:45362|issue:45850" + "issue:45362|issue:45850", + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "37b7203b473f711255da3eebcefcd476959491225993dc821b6aa1d5ca3fab6f", + "prepared_review_unit_hash": "66cf98e26d80b13e68feda424edf8db7841255ae111839efa90fdc179d1b556f", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37710, - "estimated_input_tokens": 9428, - "estimated_eval_tokens": 19112 + "soft_pair_count": 34, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive similarity cluster: these issues span unrelated v5 regressions, import errors, model-loading failures, cache/generation bugs, docs, and model-specific architecture problems. No soft pair looks like the same concrete bug/change; issue 43576 is the clearest representative, but it is not a true umbrella duplicate for the rest.", - "confidence": 0.46, - "canonical_issue_reason": "issue:43576 is the most concrete and centrally positioned item in the cluster: a user-facing v5 regression with some discussion/inbound references, whereas most others are narrower model-specific or unrelated breakages.", + "summary": "The set is heterogeneous: import/export regressions, model-loading failures, docs issues, FP8/tensor-parallel bugs, and unrelated generation/training problems. None of the soft pairs look like the same concrete underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single issue to anchor the cluster because it is a specific, actionable regression and the closest thing here to a shared v5 compatibility theme.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Both involve v5 behavior changes, but one is the env command and the other is AttentionInterface.register semantics; different code paths and fixes." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only network requests and GLM-5 RoPE are unrelated bugs in different subsystems." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both concern Qwen3.5-MoE loading, but one is tensor-parallel _tp_plan support and the other is a from_pretrained regression; not clearly the same bug." - }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and slower filtering after upgrade are different symptoms and code paths." + "reason": "Different failures: compiled Python file errors vs post-upgrade slowdown while filtering data." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Two import errors, but for different symbols and likely different export/import breakages." + "reason": "Both are import errors, but they concern different symbols and likely different code paths." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on training failure and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on job failure vs tokenizer loading regression; unrelated symptoms." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5-MoE related, but one is tensor parallel support and the other is a missing config field; different underlying defects." + "reason": "Both touch Qwen3.5-MoE, but one is tensor-parallel planning and the other is a missing config field." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache/layer no_grad decoration and generation kwarg updates after sync_gpus are different generation bugs." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Offline/local-files-only network behavior and FP8 save_pretrained for MoE are unrelated." + "reason": "Cache/update no_grad issue vs generation kwargs update after sync_gpus; different bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and forward-doc confusion are different classes of issue." + "reason": "Runtime loading hang vs confusing forward docs; one is a bug, the other is documentation." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Qwen3VL model loading failure and v4.57-to-v5.2/5.3 checkpoint reload issues are different model/version breakages." + "reason": "Local-files-only network leak vs FP8 save_pretrained issue; different subsystems." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "A concrete offline-mode bug versus an unrelated placeholder issue; no shared code-path." + "reason": "Unrelated local-files-only bug and a separate terse issue with no matching failure mode." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they affect different versions and different concrete behaviors." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy regression and missing image-patch method are different problems." + "reason": "Accuracy regression in FP8 vs missing processor method causing an AttributeError." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." + "reason": "MLFlow tracking failure vs tensor-parallel training bug; not the same underlying defect." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Compiled file errors and PretrainedConfig type-checking breakage are different failure modes." + "reason": "Docs still referencing pipeline() vs an unrelated issue; no shared bug." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Docs still mentioning pipeline() and an unrelated issue title do not match." + "reason": "Compiled file loading errors vs PretrainedConfig type-checking regression." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors and Pipeline save_pretrained behavior are different features." + "reason": "Compiled Python file errors vs inability to save Pipeline objects." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct model-loading failures." + "reason": "Tokenizer loading regression vs a specific model-loading break for Llama 3.2 Vision." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "XLM-Roberta Flash Attention 2 support and tokenizer loading regression are unrelated." + "reason": "FlashAttention 2 support request for XLM-Roberta vs tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel integration and a DSA indexer/ReLU discussion are unrelated subsystems." + "reason": "Liger Kernel/model_init application bug vs DSA indexer ReLU discussion; different code paths." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and broken env command are separate v5 issues." + "reason": "Missing hub import vs broken transformers env CLI; related ecosystem area but not the same bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Env command regression and PretrainedConfig typing breakage are different code paths." + "reason": "Broken env command vs PretrainedConfig typing regression; distinct changes." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Env command failure and Qwen2.5-VL import error are not the same bug." + "reason": "CLI/env command failure vs missing Qwen2.5-VL export import error." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + "reason": "Documentation confusion vs ImportError for layer_type_validation; different artifact types." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." + "reason": "Unrelated short issue vs Gemma-4 audio positional encoding bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 import/load failure are different platform regressions." + "reason": "Broken env CLI vs Python 3.14 load failure; different regression surfaces." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation issue vs unrelated issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and a placeholder issue are unrelated." + "reason": "Scheduler kwargs ignored vs unrelated issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained on MoE and FP8 inference support are related only broadly by FP8, not the same bug." + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same change." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Missing kwargs propagation and not using AttentionInterface are adjacent but distinct RoFormer issues." + "reason": "Adjacent RoFormer concerns, but one is kwargs propagation and the other is attention interface usage." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + "reason": "Tensor-parallel training bug vs documentation mentioning return_all_scores." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbols with different fixes." + "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are separate accelerator/backend issues." + "reason": "Model_init Liger Kernel application vs FP8 inference on B200; different problems." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategies typo are not the same defect." + "reason": "Missing GenerationMixin cache in v5 vs a typo in cache strategies." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash is a concrete model bug; the other is a broad meta complaint and not a matching code-path." + "reason": "Specific Qwen3.5 chat crash vs broad complaint that v5 breaks many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files vs an uninformative generic bug report." } ] }, @@ -16466,13 +16583,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 53, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -16502,7 +16619,6 @@ "issue:44393", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44704", "issue:44829", @@ -16526,29 +16642,28 @@ "issue:46328" ], "soft_pairs": [ - "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:43576|issue:44556", + "issue:44230|issue:46095", "issue:43525|issue:45850", "issue:41669|issue:43673", - "issue:44230|issue:46095", "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:43408|issue:44315", "issue:42890|issue:44908", + "issue:43408|issue:44315", "issue:43352|issue:44393", "issue:44246|issue:44273", "issue:43576|issue:44908", - "issue:43976|issue:44393", "issue:44295|issue:45230", + "issue:43976|issue:44393", "issue:44297|issue:45230", "issue:44908|issue:45071", "issue:44704|issue:44908", @@ -16569,280 +16684,280 @@ "issue:44273|issue:44908", "issue:43576|issue:46218" ], - "prepared_review_unit_hash": "308d064de3d4c292b93a68fa0fa5c6353aea7db51eec61773cfdf1e3d8c4aaff", + "prepared_review_unit_hash": "486eec4b8b58dbd5f7075744f59b94e739ec62c29a0e8c9b7eaa1a9c630d6140", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39691, - "estimated_input_tokens": 9923, - "estimated_eval_tokens": 20102 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38843, + "estimated_input_tokens": 9711, + "estimated_eval_tokens": 19678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: it mixes generic v5 regression reports, import/loading problems, model-specific bugs, and a few unrelated config/test/performance issues. I did not find any soft-edge pair that clearly describes the same underlying bug.", - "confidence": 0.27, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the many v5 breakage/regression reports in this set, though it is too vague to be a strong duplicate anchor.", + "summary": "This set is a loose collection of Transformers issues, not a tight duplicate cluster. Most soft pairs are only thematically related (v5 regressions, import/lazy-loading, model-family breakages) and should stay separate. The broadest umbrella issue is the general v5 breakage report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models'), so it best represents the overall v5-regression theme even though it is not a precise duplicate of any one report.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent this noisy cluster, 45850 is the closest global catch-all; the rest are narrower and more specific, but none form a clean duplicate hub.", + "best_issue_reason": "issue:45850 is the best cluster representative because it is broad, current, and can subsume many of the v5 breakage complaints better than the more specific model- or feature-scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Specific processor save bug vs a generic bug report; no shared concrete failure." - }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading/import behavior vs TensorFlow backend detection; different code paths." + "reason": "Both are import/runtime complaints, but one is a lazy-loading problem and the other is a TensorBoard-without-TF backend error; different failure modes." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3-VL/MoE issues: one general model bug, one tensor-parallel plan missing." + "reason": "Same model family, but one is a general Qwen3-VL-Moe bug report and the other is a specific missing tensor-parallel plan on Qwen3.5 MoE; not the same code-path." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Vision model output error vs PretrainedConfig type-checking regression; unrelated failures." + "reason": "Completely different areas: Qwen3-VL 2D box output vs PretrainedConfig type checking." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problem vs unsafe sys.modules access; not the same bug." + "reason": "Both touch import behavior, but one is lazy loading not working and the other is unsafe sys.modules access in modeling_utils; too different to merge." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen vision bugs, but one is bbox output error and the other is an infinite-loop/image-specific issue." + "reason": "Both involve Qwen3-VL/Qwen3.5 vision models, but the symptoms differ sharply: bounding-box output errors vs an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "transformers env CLI breakage vs checkpoint reload incompatibility after upgrade." + "reason": "Both are v5 upgrade regressions, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different model and different request: fp8 support for Qwen vs a weight-conversion-script question for DeepSeekV4." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config attribute error vs a broad generic complaint about v5 breaking models." + "reason": "Specific config AttributeError vs a broad 'too many models break' complaint; not the same underlying defect." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance issue vs GenerationMixin cache missing in chunked prefill; different problems." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 inference support request vs DeepSeek weight-conversion question; unrelated." + "reason": "Both mention import/lazy-loading, but one is import-time bloat from star imports and the other is missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade regressions, but one is reload incompatibility and the other is remote-code/meta-init incompatibility." + "reason": "Both are checkpoint compatibility complaints after v5, but one is broad reload failure and the other is a specific remote-code/meta-init issue; not enough evidence of one root cause." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token issue vs generic v5 breakage report; not the same underlying defect." + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as the broad multi-model breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies vs a broad regression complaint." + "reason": "A typo in cache-strategy text is unrelated to a general v5 model breakage issue." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import failures after upgrade vs a vague catch-all complaint; too indirect to merge." + "reason": "General import errors after upgrading are broader, but still a different failure class than the generic 'many models break' report." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance issue vs cache-strategy typo; unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance due to import-star usage vs missing Qwen3_5 module import; different symptoms and fixes." + "reason": "Both are import-related, but one is slow imports from star imports and the other is an actual missing module import error for Qwen3_5ForCausalLM." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "sam3 tracker config warning vs Liger kernel/model_init behavior; unrelated subsystems." + "reason": "Test seeding flakiness and inverse_sqrt scheduler kwargs are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Test seed flakiness vs scheduler kwargs being ignored; different layers." + "reason": "SAM3 model-type warning vs Liger Kernel not applied via model_init; different subsystems and fixes." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "FlashAttention support gate for Nemotron vs Qwen3-VL bbox output error." + "reason": "Nemotron Flash Attention 2.0 support and Qwen3-VL box-output hallucination are unrelated model-specific issues." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness is only loosely related to lazy loading; no clear same root cause from the titles alone." + "reason": "Both concern imports, but one is import slowness and the other is lazy loading malfunction; not the same concrete bug." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage vs inverse_sqrt scheduler kwargs bug." + "reason": "The env command regression and the inverse_sqrt scheduler bug are separate features." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL output bug; unrelated." + "reason": "A position_ids buffer access error is not the same as an unspecified generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "position_ids buffer access error vs generic bug report." + "reason": "Python-version compatibility and Qwen3-VL generation/output issues are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch vs generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is distinct from a generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs issue vs config type-checking regression; different code paths." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs inverse_sqrt scheduler kwargs; both mention kwargs but are unrelated." + "reason": "AutoProcessor cached_file kwargs and inverse_sqrt scheduler kwargs are unrelated option-passing bugs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance vs HybridCache import failure; not the same bug." + "reason": "Import-time performance regression vs missing HybridCache export; both are import-related but not the same root cause." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star usage issue vs a testing_utils bug; unrelated." + "reason": "Star-import cleanup and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version support problem vs generic v5 breakage complaint; not a duplicate." + "reason": "Python 3.9/3.10 support breakage is separate from generic v5 model breakage." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox output bug vs Qwen3.5 MoE from_pretrained error; different concrete failures." + "reason": "Different Qwen issues: 2D bbox output errors vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init validation vs tied-weights key handling crash; unrelated." + "reason": "PatchTSMixer post_init policy and tied-weights key handling are different model-internals bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() vs scheduler kwargs bug; different scopes." + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; only superficially related." + "reason": "Documentation confusion in model.forward vs tokenizer loading regression; no shared underlying bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application in model_init vs flash_attention_3 training degeneration; different fixes." + "reason": "Liger Kernel model-init application and flash_attention_3 degenerate training are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "transformers env CLI breakage vs lazy loading malfunction; both loading-related but not the same issue." + "reason": "An env command regression is not the same as lazy loading not working properly." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion vs Gemma4 audio positional encoding bug; unrelated." + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different serialization paths." + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are separate bugs." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; no shared concrete bug." + "reason": "A generic bug report cannot be treated as a duplicate of a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are different features." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI env command failure vs missing module import; both import-adjacent but not the same underlying defect." + "reason": "The transformers env command and the missing Qwen3_5ForCausalLM import are unrelated." } ] }, @@ -16856,13 +16971,13 @@ { "label": "issue", "component_index": 1, - "component_count": 20, + "component_count": 21, "review_unit_index": 54, "review_unit_count": 54, "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-10000-463", "nodes": [ @@ -16917,14 +17032,14 @@ "soft_pairs": [ "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:46018|issue:46172", "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:42371|issue:43704", + "issue:45850|issue:46218", "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43298|issue:46095", @@ -16963,20 +17078,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "ecb469931eba972557635f8505f7bd779ff34c6e375dfe4819ba600c6f865e12", + "prepared_review_unit_hash": "630b565c169da06ee89fea3e71020f6b58762a48115169c43cb3bae36ef370b2", "component_budget": { "node_count": 463, "item_count": 463, "soft_pair_count": 1704, - "serialized_chars": 883338, - "estimated_input_tokens": 220835, - "estimated_eval_tokens": 441926 + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 47, - "serialized_chars": 40306, + "serialized_chars": 40307, "estimated_input_tokens": 10077, "estimated_eval_tokens": 20410 }, @@ -16985,270 +17100,282 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports and regressions across tokenizers, model loading, configs, and model-specific behavior. I do not see any soft pair that clearly describes the same concrete underlying bug/change, so all soft edges are rejected. The broad \u2018since 5.0 breaks many models\u2019 report is the best umbrella representative.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the overall theme of multiple breakages after v5, even though it is still too general to be a precise duplicate target.", + "summary": "This cluster is a loose mix of issue reports, mostly model-loading/regression/behavior complaints with only superficial title overlap. I found no soft pair that clearly describes the same underlying bug, so I would keep a broad v5-regression umbrella as the issue anchor and reject all candidate duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s repeated theme of v5-era regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most representative cluster anchor because it summarizes the cross-cutting regression pattern, while the other items are narrower, model-specific, or unrelated.", + "best_issue_reason": "issue:45850 is the most general and reusable issue to represent the cluster; it can absorb broader v5 breakage reports better than the narrow, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + "reason": "Different model/code paths: Qwen3VL timestamp logic vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Different code paths: processor timestamp math vs scheduler kwargs handling." + "reason": "Unrelated areas: processor timestamp calculation vs scheduler keyword handling." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Different DeepSeek-V4 issues: expert gating vs a tensor transpose/casting bug." + "reason": "Import-star cleanup/perf concern is unrelated to a VRAM leak in Qwen3ForCausalLM." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Different scope: import-star cleanup/perf issue vs a VRAM leak in Qwen3ForCausalLM." + "reason": "DeepSeek-V4 gating behavior and a dtype/transpose bug are different concrete problems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion is not the same as a model-loading regression." + "reason": "Documentation confusion in forward signatures is not the same as a model-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowness and forward-argument documentation are unrelated." + "reason": "Slow from_pretrained checkpoint loading and forward doc confusion are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Unrelated model bugs affecting different mechanisms." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE math in GLM-5." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM RoPE implementation and Gemma audio positional encoding are separate model-specific bugs." + "reason": "Different architectures and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "A broad v5 breakage complaint is not the same as a specific import failure for Qwen3_5ForCausalLM." + "reason": "TF32 configuration guidance has nothing to do with a VRAM leak bug." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "TF32 settings guidance is unrelated to a VRAM leak." + "reason": "Both are v5-era failures, but one is broad breakage while the other is a specific import error; not the same bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation are different bugs." + "reason": "Local-files-only network requests are unrelated to timestamp computation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp logic and processor.save_pretrained file output are different paths." + "reason": "Processor timestamp logic and missing save_pretrained files are different issues." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same change." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leak do not share the same failure mode." + "reason": "Timestamp calculation bug is unrelated to a multi-thread VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split behavior in GLM MoE indexing is unrelated to Gemma audio positional encoding." + "reason": "torch.split return-value handling is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different bug from Gemma audio encoding." + "reason": "CPU offload device mismatch and audio positional encoding are separate bugs." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding do not match." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes." + "reason": "HybridCache import failure and Qwen3_5 module import failure are different missing-symbol problems." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support limitation is not the same as a module import failure." + "reason": "Flash Attention support gap is unrelated to a module import error." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference and the other is a specific decoder-type mismatch; not clearly the same bug." + "reason": "Both mention tokenizer v5, but one is a generic behavior change and the other a specific decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling has nothing to do with the unrelated noise issue." + "reason": "Scheduler kwargs handling is unrelated to the unrelated/spurious 'Unemployment' title." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo is unrelated to the nonsensical 'Unemployment' issue." + "reason": "Cache-strategy typo and the unrelated title do not indicate the same bug." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attention assignment and the unrelated noise report are not duplicates." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "The 'Unemployment' issue is junk and does not map to the v5 breakage umbrella." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated/spurious title." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure is unrelated to the junk issue." + "reason": "Python 3.14 load failure is unrelated to the unrelated/spurious title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weights key handling." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weights attribute handling." + "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and processor.save_pretrained missing files are different issues." + "reason": "FP8 support discussion is unrelated to missing processor.save_pretrained files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to from_pretrained checkpoint slowness." + "reason": "MLflow reporting after training failure is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + "reason": "Checkpoint-load slowness and tensor-parallel training bugs are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "FP8 support request/bug is unrelated to a Qwen3.5 from_pretrained failure." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint load slowness and tokenizer loading regression are related only at a very high level, not the same bug." + "reason": "Slow checkpoint loading and tokenizer-loading regression are not the same failure." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and Qwen3-VL FP8 support are different feature gaps." + "reason": "Audio continuous batching support and fp8 inference support are different feature areas." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model internals." + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are unrelated." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." + "reason": "A type-hint issue is not the same as tokenizer regex warning regressions." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "A missing ignore_value use and kwargs not forwarded to loss calculation are different bugs." + "reason": "Ignore_value usage and loss-kwargs forwarding are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention implementation do not match." + "reason": "Loss-kwargs forwarding is unrelated to attention-interface implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss handling and RoFormer attention interface are different code paths." + "reason": "Mask2Former loss masking and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value usage and a quantization-operation typo are unrelated." + "reason": "Ignore_value handling is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs forwarding and a config type-hint error are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a typo in quantization code are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm being RMS norm is unrelated to a ModernBERT type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to a ModernBERT config annotation bug." } ] }, @@ -17262,13 +17389,13 @@ { "label": "issue", "component_index": 2, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -17281,12 +17408,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "4a8043693b4869843dc75090d6f3924d4ff51d481b1d29ff395cfa3397a2deca", + "prepared_review_unit_hash": "c6abf96d9482be0c3320abf3ecc7928fd23378bc66bba9058087d3a22d94e002", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -17294,7 +17421,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -17303,30 +17430,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated topics in NLP preprocessing, learning-rate scheduling, and Wav2Vec2 word timing offsets.", + "summary": "These three issues are unrelated feature requests/questions: truncation direction in tokenization, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word time offsets. There is no duplicate relationship in this cluster.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the cluster does not share a single underlying problem, so none of the issues is a valid duplicate representative for the others.", + "canonical_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request, but it is not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be picked as a representative, issue 11307 is the most concrete and self-contained, but it is still unrelated to the other two issues.", + "best_issue_reason": "10519 is the clearest standalone issue and the best single representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation direction in tokenization is unrelated to extracting word start/end timestamps from Wav2Vec2." + "reason": "Different topics and code paths: truncation behavior vs Wav2Vec2 word boundary offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation behavior and ReduceLROnPlateau-like functionality are different feature requests in different areas." + "reason": "Unrelated feature requests: token truncation direction vs a ReduceLROnPlateau-like scheduler API." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A learning-rate scheduler feature request does not match a Wav2Vec2 timing-offset request." + "reason": "Different subsystems and problem statements; no shared underlying bug or change." } ] }, @@ -17340,13 +17467,13 @@ { "label": "issue", "component_index": 3, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -17358,12 +17485,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a33e71e57828aed687d4bee038ca264fe960b198e326bbb277b3292ae128e3f1", + "prepared_review_unit_hash": "d50f6ab3e5bbc5dffd1074a4acf87950ac6c2f4f3e0ed2a500142768a256f324", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17371,7 +17498,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17380,24 +17507,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues do not form a strong duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic model-loading failure. No soft edges should be merged.", - "confidence": 0.68, - "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking of the three (generic model loading), but it is not a clear duplicate of the other two.", + "summary": "These issues are not true duplicates: one is about TAPAS tokenization mismatch, one about an authentication/error-message problem when downloading private models, and one about a model loading failure for bert-base-uncased. The only thematic overlap is general model loading, but the concrete bugs differ.", + "confidence": 0.89, + "canonical_issue_reason": "issue:16618 is the broadest and most general model-loading failure, so it is the best representative if one issue must be chosen, but it still is not the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative only because its title is the most general and likely to capture a wider failure mode than the other two, which are more specific and unrelated.", + "best_issue_reason": "issue:16618 has the clearest user-facing failure and the broadest scope among the three, making it the most representative issue for the cluster despite the lack of true duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization vs. bert-base-uncased model loading. Shared wording is too weak to imply the same bug." + "reason": "TAPAS tokenization mismatch is a different code path from a bert-base-uncased loading failure; they do not describe the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model loading, but one is specifically an unauthenticated private-model download error while the other is a generic inability to load bert-base-uncased; not clearly the same underlying issue." + "reason": "Private-model authentication/download error is a separate problem from failing to load bert-base-uncased; same broad area, different concrete issue." } ] }, @@ -17411,13 +17538,13 @@ { "label": "issue", "component_index": 4, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -17427,7 +17554,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "0809aff36efe46c9056259d2296555b4894b1a044d33757bbcc0a4ac02a7a922", + "prepared_review_unit_hash": "e20969b9c7e2af904f636ad6e4b4a5b4be62fe777d516290ad6aa3bb21d2c2c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -17449,18 +17576,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are both broad community-contribution feature requests, but they target different subsystems and code paths.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue across this pair; the requests are for different features and should remain separate tracking threads.", + "summary": "These are unrelated feature-request issues: one asks for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad theme of architecture support but not the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 26350 is a concrete request for Flash Attention 2 support expansion and is self-contained as that feature area.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical for the cluster because they are unrelated enhancements. If forced to pick one as the more established thread, issue #26350 has higher discussion activity.", + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, 26350 is slightly more specific and feature-targeted, but it should not be treated as a canonical for the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF architecture support. They do not describe the same underlying bug or change." + "reason": "Different features with different implementation targets: Flash Attention 2 vs GGUF. Similar wording about adding support for more architectures is too broad to indicate the same underlying bug or change." } ] }, @@ -17474,13 +17601,13 @@ { "label": "issue", "component_index": 5, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -17519,12 +17646,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "a96ce0e712a6680a57a0ab04e1b491b551a88ed094affe339e55bb8847c7ad9e", + "prepared_review_unit_hash": "cbe38b0d0e992ebd67efb4933611ef2a9214a4ffc1e93c8e94104fa4b69bf58c", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, + "serialized_chars": 13531, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17532,7 +17659,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, + "serialized_chars": 13531, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17541,176 +17668,179 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not true duplicates: they are separate i18n translation requests for different languages, plus a few generic/template or spammy-looking issues. The high textual similarity comes from a shared issue template, not the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is not one true duplicate cluster: most items are separate i18n translation requests for different languages, while two tight duplicate subgroups stand out from the near-identical titles/bodies.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43834 is the best representative of the exact-match placeholder-title subgroup (earliest and central), but the broader cluster is heterogeneous across languages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 28936 is the clearest concrete translation request (Spanish) and is more representative than the template-placeholder or malformed entries, but it is still not a duplicate of the others.", + "best_issue_reason": "issue:43834 is the strongest single issue to keep as a representative duplicate target for the placeholder-template subgroup, though it should not subsume the other language-specific requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different i18n targets; one is Turkish, the other is a generic placeholder translation request. Similar template text does not make them the same issue." + "reason": "Different translation request/language; similar i18n wording is not enough to make them the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different i18n targets; Turkish vs a generic placeholder issue. Same subsystem, but not the same request." + "reason": "Different translation request/language; same broad docs-translation theme only." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different i18n targets; Turkish vs generic placeholder. Shared template language only." + "reason": "Turkish request versus placeholder/template issue; not the same underlying task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different i18n targets; Turkish vs Romanian. Separate translation requests, not duplicates." + "reason": "Different target language (Turkish vs Romanian), so these are separate issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different i18n targets; Turkish vs Spanish. Same category, but distinct issues." + "reason": "Different target language (Turkish vs Spanish), so these are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request versus a generic placeholder issue. Not the same underlying issue." + "reason": "Spanish translation request does not match the placeholder/template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish vs generic placeholder; similarity is just the template." + "reason": "Different language request; too broad a match." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests; distinct languages and distinct issues." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish vs generic placeholder; same template, different request." + "reason": "Different language request; not the same concrete task." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request versus a generic placeholder issue. Not the same change/request." + "reason": "Romanian request versus placeholder/template issue; not a true duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian vs generic placeholder; shared template text only." + "reason": "Different language request; same subsystem only." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian vs generic placeholder; not a duplicate." + "reason": "Romanian translation request does not match the placeholder/template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." + "reason": "Different language/title content; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and a Thai-titled issue are unrelated language requests." + "reason": "Different language/title content; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are template-placeholder translation issues, but there is no evidence they refer to the same concrete language request." + "accept": true, + "reason": "Same placeholder title/body pattern; looks like a duplicate copy of the same translation request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Near-identical template text, but these appear to be separate placeholder issues rather than one concrete duplicate." + "accept": true, + "reason": "Same placeholder title/body pattern; likely the same underlying request duplicated." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue versus a Thai-titled issue; different content and likely different intent." + "reason": "Title/body pattern differs materially; not the same request despite i18n similarity." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue versus a Thai-titled issue; not the same issue." + "reason": "Title/body pattern differs materially; not the same request despite i18n similarity." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Both are generic placeholder translation issues, but the evidence does not show they are the same underlying request." + "accept": true, + "reason": "Same placeholder title/body pattern; likely duplicate reports of the same issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template-placeholder translation issue versus Thai-titled issue; different requests." + "reason": "Different title/body content; not the same concrete request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template-placeholder translation issue versus Thai-titled issue; not duplicates." + "reason": "Different title/body content; not the same concrete request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template-placeholder translation issue versus Thai-titled issue; different underlying content." + "reason": "Different language/title content; not a mergeable duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template-placeholder translation issue versus Thai-titled issue; not the same issue." + "reason": "Different language/title content; not a mergeable duplicate." }, { "left": "issue:46222", "right": "issue:46226", - "accept": false, - "reason": "These titles are identical, but without evidence they are the same underlying report; treat as separate issues rather than duplicates." + "accept": true, + "reason": "Identical Thai title and near-identical body length; these look like duplicate copies of the same issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet: it separates the language-specific translation issues from the two tight duplicate subgroups, and the true duplicate calls are limited to the near-identical placeholder-title trio and the identical Thai pair. No pair looks overstated beyond the evidence provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 6, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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-36817-16", "nodes": [ @@ -17769,12 +17899,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "adbdf0a1c70f6f11a3e830af0211ca712eafcee97879ef52bee1604790f95fe4", + "prepared_review_unit_hash": "32fbee3f1e638f2e61bdb2619780d58f85f8a6c21ed9e3d4484b22cf37cf1158", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17782,7 +17912,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17791,228 +17921,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a noisy mix of distinct model-request issues across different model families and modalities. None of the soft-edge pairs look like the same underlying change or bug, so all should stay separate.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 43671 is the most central/open representative of the cluster: it has strong discussion/activity and sits in the most connected subcluster of related model-support requests, making it the best single issue to anchor triage.", + "summary": "This cluster is a set of distinct model-request issues across different models and modalities; the soft similarities are mostly generic \"add/support model\" overlap, not true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43671 is the most central representative of this cluster\u2019s model-request issues, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the best overall issue candidate because it is active, open, and broad enough to represent the cluster\u2019s request-heavy theme better than the more niche model-specific issues.", + "best_issue_reason": "issue:43671 is the best single anchor for the cluster because it is a broad, open support request and appears in many soft links, even though the underlying requests are still distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families (EuroBERT vs DEIMv2); both are separate model requests, not the same concrete change." + "reason": "Different models and request targets: EuroBert config support vs DEIMv2 model support." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config support vs Qwen3-TTS audio support are unrelated model additions." + "reason": "Unrelated model families and modalities; EuroBert config entry is not the same as Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different architectures/models (EuroBERT vs RF-DETR); no shared code-path change." + "reason": "Different model additions: EuroBert config vs RF-DETR." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + "reason": "RF-DETR and DEIMv2 are different model requests with different code paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision detector vs LFM2.5 Audio are unrelated modalities and implementations." + "reason": "RF-DETR is a detection model; LFM2.5 Audio 1.5B is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer request are separate model additions." + "reason": "Different model families and functionality; RF-DETR is not the same change as adding circuit-sparse transformer support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision detection and Qwen3-ASR audio support are not the same change." + "reason": "RF-DETR and Qwen3-ASR are different models and different modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and likely different integration paths." + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are different model additions, not one underlying bug." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct model integrations." + "reason": "NeoBERT support and circuit-sparse transformer support are separate requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT text model support is unrelated to LFM2.5 Audio support." + "reason": "NeoBERT is a text model; LFM2.5 Audio 1.5B is an audio model." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model families with no concrete duplicate evidence." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model additions, not one merged change." + "reason": "NeoBERT and ModernVBERT are different model requests, not the same change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific tasks." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model targets." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparsity transformer support are distinct code-path changes." + "reason": "MiniCPM3 and circuit-sparse transformer support are unrelated requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same request." + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model families/modality integrations." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models with different implementation targets." + "reason": "DEIMv2 and Qwen3-TTS are separate model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." + "reason": "ModernVBERT and Qwen3-ASR are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model additions." + "reason": "ModernVBERT and Qwen3-TTS are unrelated support requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT model support and a generic BERT-like RoPE request are not the same concrete change." + "reason": "ModernVBERT models and BERT-like models with RoPE are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic RoPE-related BERT request is unrelated to Voxtral TTS support." + "reason": "RoPE-related BERT-like models and Voxtral TTS support are different requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR are related modality areas but still different concrete model supports and likely separate PRs." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are distinct capabilities and likely separate implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one duplicate change." + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Audio TTS support and DeepSeek-OCR2 are distinct model integrations." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests with different code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated code paths." + "reason": "TTS model support and weight-sparse transformer support are unrelated changes." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same underlying change." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests, not the same artifact." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different model-specific support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model support requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE model addition are unrelated implementations." + "reason": "Qwen3-ASR and EUPE are different models and different problem statements." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + "reason": "ASR model support and circuit-sparse transformer support are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer support and EUPE support are distinct model integrations." + "reason": "OpenAI weight-sparse transformer support and EUPE model support are not the same underlying change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio models with separate support work." + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are separate speech-model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and modalities." + "reason": "Qwen3-ASR and DeepSeek-OCR2 target different model types and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same change." + "reason": "EUPE and TIPSv2 are different vision-language model requests; not one duplicate change." } ] }, @@ -18026,13 +18156,13 @@ { "label": "issue", "component_index": 7, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18042,7 +18172,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "a20113b137a4b25d92804b98d0e13639412e269eb2fb3d39b7b6cb885d94bc6d", + "prepared_review_unit_hash": "c8a6a2339da146346c5e9086d8d5674ec7bce39a75262e18ac51022a6b431d58", "component_budget": { "node_count": 2, "item_count": 2, @@ -18064,18 +18194,18 @@ "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, while the other is an open Vision RoPE refactor. No duplicate or same-underlying-bug signal is present.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46443 is the more substantive and actionable technical item; 38740 is a documentation request about an unrelated topic.", + "summary": "These two issues are unrelated: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open Vision RoPE refactor. There is no evidence they describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46443 is the more substantive technical topic and the better representative of this cluster; issue 38740 is a closed documentation request, not a code-path change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the best representative issue here because it describes a concrete code refactor, whereas 38740 is a standalone docs enhancement.", + "best_issue_reason": "Issue 46443 is the best issue candidate here because it is the only concrete product/code refactor topic, whereas 38740 is documentation-only and closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and artifact types: docs/framework addition versus Vision RoPE refactor. No evidence they describe the same underlying problem." + "reason": "Different domains and intents: docs request to add an optimization framework vs a Vision RoPE refactor. No shared targets, files, or code path; not a duplicate." } ] }, @@ -18089,13 +18219,13 @@ { "label": "issue", "component_index": 8, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18105,7 +18235,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "29d9e4b11bc315f05f0ca518cf9d3e9b95c466a5ccd6975b428209dc85aa68c6", + "prepared_review_unit_hash": "3330c50d98c1b268c4aec5464fecb2881a1a8bc064dc673bc3f03a0ba3b92016", "component_budget": { "node_count": 2, "item_count": 2, @@ -18127,18 +18257,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding, the other requests DeepSeek v3.2 support. There is no duplicate relationship or shared underlying bug/change.", + "summary": "The two issues do not look like duplicates: one is about block decoding, while the other requests DeepSeek v3.2 support. They concern different features/code paths.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative here because the items address different problems and should not be clustered as duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different feature requests with no shared code path or concrete bug; only a weak topical similarity." + "reason": "Different underlying requests: block decoding vs model/version support for DeepSeek v3.2. No shared concrete bug or change path." } ] }, @@ -18152,13 +18282,13 @@ { "label": "issue", "component_index": 9, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18168,12 +18298,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "872ec0ed47ac7b15d1a2541ca0115beb360238a0641bd21ddd37cbdaffde27bc", + "prepared_review_unit_hash": "b5cfe43710aa6bbd193ef8da385a0564046de5d7bd1bca42aceb7c903eeafc4c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18181,7 +18311,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18190,18 +18320,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (Trainer extensibility/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the more general and clearly scoped Trainer customizability problem; it reads like the primary design-change request in this cluster.", + "summary": "These two issues are related by the general theme of custom trainers, but they describe different problems: one is about `remove_unused_column` customization in `Trainer`, the other is about FLOPS estimation for custom trainers. I would not deduplicate them.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best representative because it centers on a concrete Trainer behavior change and is broader/more foundational than the FLOPS-estimation request.", + "best_issue_reason": "#43598 is the broader Trainer-customization issue and is the more representative problem statement, but it is still distinct from FLOPS estimation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one is about `remove_unused_column` customization and the other about estimating FLOPS. They affect different code paths and are not the same underlying bug or change." + "reason": "They overlap on custom trainers, but the underlying bugs differ: unused-column removal/customizability versus FLOPS estimation. They would not be fixed by the same change." } ] }, @@ -18215,13 +18345,13 @@ { "label": "issue", "component_index": 10, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18231,7 +18361,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ba573bbea8192647f0b595f9ee6eea836c4107f64a35ba362c3eb765fa9e775f", + "prepared_review_unit_hash": "9e5a694d165f33e40bc78fbd7a2f6cb657230654c17f13fbe0b68a1ae333d8d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -18253,18 +18383,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests Qwen3-Omni auto-model registration, while the other requests sequence-classification support for Qwen3.5. They touch different model families and different AutoModel entry points.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader auto-model registration request and is the better representative issue in this small cluster.", + "summary": "Two closed feature requests in the same general area, but they target different Qwen variants and different AutoModel heads, so they are related rather than duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader request (registration for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration), so it is the better representative if one issue must be selected.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the most general and canonical request here, but it does not subsume #44405.", + "best_issue_reason": "43684 is the more general API-coverage request and is slightly better as the anchor issue, but it should not be treated as a duplicate of 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Not the same underlying bug/change." + "reason": "They concern different model families (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different auto-class support targets, so they are not the same underlying change." } ] }, @@ -18278,13 +18408,13 @@ { "label": "issue", "component_index": 11, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18301,76 +18431,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "343a192f30b467da9a5ce349356b4fddcad6ebcfbe6b6154ca743ed3472c3b9a", + "prepared_review_unit_hash": "ccd5951031165d952db16898a902f1abbea78ae8010558c2efbdd6f8bb56d176", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are closed issues with almost no content; three share the same generic title \"huggingface\" and one is unrelatedly titled \"Fett\". The cluster looks like weakly related/possibly duplicate issues, but there isn\u2019t enough evidence to confidently merge them all.", - "confidence": 0.55, - "canonical_issue_reason": "Issue 43859 is the best representative of the near-identical \"huggingface\" issues because it is the most recent and the only one with any discussion activity; 43835 has a different title and no evidence tying it to the others.", + "summary": "Issue 43835 appears distinct from the others by title. The three issues titled \"huggingface \" form a plausible duplicate cluster based on identical titles and stronger soft-similarity scores, but the packet does not expose body text, so the duplicate assessment should stay tentative rather than definitive.", + "confidence": 0.68, + "canonical_issue_reason": "43845 is the earliest of the three identically titled \"huggingface \" issues and is the best available representative if that cluster is treated as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the strongest single issue to keep as the cluster representative, but only because it is the most active of the otherwise content-poor \"huggingface\" reports.", + "best_issue_reason": "43845 is the strongest issue representative because it is earliest among the identically titled issues and has the strongest similarity evidence to 43846 and 43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body evidence; \"Fett\" is not demonstrably the same report as \"huggingface\"." + "reason": "Different title and only weak soft similarity; not enough evidence to say they are the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no body evidence tying the issues together." + "reason": "Different title and no body text is available to confirm a shared bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete bug description in either issue to justify duplication." + "reason": "Different title and no concrete evidence of the same problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Same generic title, but there is no substantive issue text or target to confirm they describe the same underlying problem." + "reason": "They share the exact title and have high similarity, but the packet lacks body text and deterministic acceptance is false, so this remains unconfirmed." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "The titles match, but the reports are too empty to verify they are the same bug rather than separate low-detail submissions." + "reason": "Exact title match suggests possible duplication, but there is insufficient evidence here to confirm the same underlying bug." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Identical generic titles alone are insufficient; no concrete shared problem statement is available." + "reason": "Exact title match and soft similarity are suggestive, but without body text this cannot be safely accepted as a duplicate pair." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit overstated relative to the packet. The shared title 'huggingface ' and soft-similarity scores support a possible duplicate cluster, but the packet does not expose body text, so claims about 'same title/body pattern' or 'very similar issue text' are not grounded. Also, all pairwise edges are marked deterministic_accept=false in the packet, so the three positive duplicate verdicts should be phrased more conservatively or left undecided." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18378,13 +18511,13 @@ { "label": "issue", "component_index": 12, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18405,111 +18538,108 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "44d7f37711850160166a1799f4e805994fc08ed890cf5c00ceb0253ff509008a", + "prepared_review_unit_hash": "0baabd84af7d3d74e761f52e4297e9311d7b2a0067692be12384e8065da589a0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-signal placeholder/spam issues. The only clear duplicate set is the three identical \"\" issues; the documentation suggestion and \"Google LLC\" item do not look like the same underlying problem.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44371 is the earliest of the identical \"\" issues and is a good representative of that duplicate trio.", + "summary": "This cluster is mostly low-signal spam/noise: three issues have identical `` titles, while the documentation suggestion and Google LLC post look unrelated. There is no concrete bug or change report here to justify merging any pair as true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "44371 is the earliest of the repeated `` placeholder issues, so it is the least-bad representative for the spam subgroup; the other issues are unrelated noise.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the clearest canonical issue because it matches the other two identical spam reports exactly and appears first chronologically.", + "best_issue_reason": "44371 is the most suitable issue to anchor the cluster because it is part of the exact repeated placeholder set and is earliest among them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Same title, same minimal body signal, and both are identical spam placeholders; likely the same report." + "accept": false, + "reason": "Same placeholder spam text, but not a concrete bug/change report; do not merge as a true duplicate." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Same title and same sparse content pattern as the other spam issues; looks like a duplicate." + "accept": false, + "reason": "Same placeholder spam text, but not a concrete bug/change report; do not merge as a true duplicate." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation enhancement request; no evidence they are the same underlying issue." + "reason": "Different topics: placeholder spam vs documentation suggestion." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are different subjects with no concrete overlap." + "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." + "reason": "Documentation enhancement request and placeholder spam are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs spam placeholder; not the same bug/change." + "reason": "Documentation enhancement request and placeholder spam are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Both are identical \"\" issues with no distinguishing content, so they likely duplicate the same report." + "accept": false, + "reason": "Both are identical placeholder spam, but there is no concrete bug/change to merge as a real duplicate triage match." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a Google LLC check-out item are unrelated." + "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a Google LLC check-out item are unrelated." + "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The duplicate call among the three \"\" issues is supported by identical titles and matching sparse metadata, and the rejections for the documentation suggestion and \"Google LLC\" item are appropriately cautious. Minor wording like \"identical exactly\" is a bit stronger than the packet strictly proves, but not enough to invalidate the overall assessment." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 13, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18519,12 +18649,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "df3dae17c12c9bb32ae9003625e577fd6334228f92a1b8271cf5713ce83a8cbf", + "prepared_review_unit_hash": "80e99cfcc22cd761ea87cde60335029807b580d4b0a8a3b103a2be1ed2d22e07", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18532,7 +18662,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18541,27 +18671,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be duplicates: they have the exact same title and very similar body length/content, with no distinguishing links or filenames.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established thread.", + "summary": "Issue #45145 and #45151 are likely duplicates: they have identical titles, were opened a few hours apart, and the available soft-similarity signal is moderate. I\u2019d treat #45145 as the canonical representative, but not as a fully proven duplicate pair based on the limited body-level evidence shown here.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it is the earlier of the two issues and has the same title as #45151, making it the natural representative for a likely duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is a strong representative of the cluster for the same reasons: earliest, already referenced, and indistinguishable in topic from #45151.", + "best_issue_reason": "Issue #45145 is the best issue to keep as the primary thread because it most likely anchors the shared discussion and was opened first.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept: the issues have identical titles and highly similar bodies, indicating the same underlying request/problem rather than related but distinct reports." + "reason": "Likely duplicate: identical titles, close creation times, and a moderate soft-similarity score point to the same underlying issue. The evidence is enough to merge them conservatively, but not enough to claim certainty from the body text alone." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, close body lengths, and only soft-similarity evidence, so treating them as likely duplicates is conservative. Canonical issue selection is also reasonable: issue 45145 is earlier and has an inbound reference, while 45151 does not. No overstatement beyond the available evidence." + "accept": false, + "feedback": "The packet supports a likely duplicate relationship: the issues share an identical title, were opened hours apart, and the pair has soft-similarity evidence (jaccard 0.63). However, the analyst overstates certainty by claiming \"highly similar content\" and treating the pair as definitive duplicates without direct body-content evidence. Please keep the verdict more conservative (e.g., \"likely duplicate\")." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18569,7 +18699,7 @@ { "label": "issue", "component_index": 14, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18623,13 +18753,13 @@ { "label": "issue", "component_index": 15, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18639,7 +18769,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "b5bc9c33fa6784d70d8d94cc6bd549f8088098dbf339d64c9b421b5d3c21316d", + "prepared_review_unit_hash": "fdc742f49ab5ad4b0c7f4f48d9a3238d539ff137e5cc8ba39cda64ec6edcdc5f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18661,18 +18791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (both involve 4-bit inference), but they describe different bugs and code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "summary": "The two issues are related only at a broad 4-bit inference level, but they describe different failure modes and root causes: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", "confidence": 0.92, - "canonical_issue_reason": "Issue #45674 is the better cluster anchor because it is the broader, more general 4-bit inference regression; #45672 is a narrower Gemma4/audio-module-specific failure.", + "canonical_issue_reason": "Issue #45674 is the cleaner representative because it states a concrete, broadly scoped regression in BitsAndBytesConfig with a specific failure mode and likely shared fix surface.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 best represents the shared configuration/regression class, while #45672 appears to be a model- and module-specific manifestation.", + "best_issue_reason": "Issue #45674 is the best issue candidate: it is more clearly described, more actionable, and tied to a specific configuration bug rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Do not merge: the titles point to distinct failures in different paths\u2014Gemma4 audio-module `torch.finfo()` on uint8 weights versus BitsAndBytesConfig handling of `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Shared 4-bit context is too broad to treat as the same bug." + "reason": "Different underlying bugs: Gemma4 audio-module torch.finfo() dtype handling versus BitsAndBytesConfig skip-module behavior clearing lm_head exclusion. Same inference area, but not the same code-path problem." } ] }, @@ -18686,13 +18816,13 @@ { "label": "issue", "component_index": 16, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18702,7 +18832,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "28beedda223b048073db4348500a5bcb8314eb06d8ff0cc9e3008b653d1ebe46", + "prepared_review_unit_hash": "3f61a3d834af9dd3320ffd742874aaef0054353b114235d905f9bd1d5b2c7ca2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18724,18 +18854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only superficial similarity in title format; they do not appear to describe the same underlying bug or request.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: both are unrelated, name-and-date titled issues with no body or shared context.", + "summary": "The cluster contains two closed issues with only name-and-date titles and no body content; they do not describe the same bug or request, so the weak text similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong representative for the cluster; the similarity is only textual and does not indicate a duplicate problem.", + "best_issue_reason": "Neither issue is a good canonical representative: both lack any problem description and appear unrelated, so there is no clear duplicate set to anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different people/names and dates; no evidence of the same bug, feature, or code-path problem." + "reason": "Titles share a surname pattern but the issues have no bodies, targets, or references and appear to be unrelated entries rather than the same underlying issue." } ] }, @@ -18749,13 +18879,13 @@ { "label": "issue", "component_index": 17, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18765,7 +18895,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c723f80e836afd1ea0e1608a50e037aba1bb0d73feae857107d4189328e6a62b", + "prepared_review_unit_hash": "11e061e98ce0201a5c5a7620a5dc60be863cbd0d3480f2cb3b8904562710efcd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18787,18 +18917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues look like unrelated low-context entries, likely spam or placeholder records, with only weak name/date similarity and no shared substance.", + "summary": "The two closed issues look unrelated: both are just personal-name/date titles with no body or shared technical context, so this is not a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, and there is no body or linkage indicating the same underlying problem.", + "canonical_issue_reason": "No canonical issue: the items do not describe the same bug or request, only unrelated name/date placeholders.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong representative for the cluster because they do not describe a shared bug, request, or workflow; the similarity is only superficial.", + "best_issue_reason": "No best issue for deduplication purposes; neither issue is a representative duplicate of the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Weak title similarity only; different names and dates, no body, no links, and no evidence of the same underlying issue." + "reason": "Different titles with different names/dates and no supporting context; they do not appear to be the same underlying issue." } ] }, @@ -18812,13 +18942,13 @@ { "label": "issue", "component_index": 18, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18828,7 +18958,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "0f5933199b4afe796dab2d655298075661605606ee26bf041122170bf53ca913", + "prepared_review_unit_hash": "f080297727c84030c3f668dca8182958549ced49e6346fdedd03a872ce902233", "component_budget": { "node_count": 2, "item_count": 2, @@ -18850,18 +18980,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered together.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45810 is the more concrete, model-specific feature request and is better as a representative issue for this pair.", + "summary": "These two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the clearest standalone request; issue 46295 is a separate training-capability topic and does not fit this cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a specific Qwen3_5 token-classification/value-model class vs. enabling FP8 training support. They do not describe the same bug or change." + "reason": "Different underlying requests and code paths: model-class support for token classification vs mixed-precision/FP8 training support. No shared target or concrete overlap." } ] }, @@ -18875,13 +19005,13 @@ { "label": "issue", "component_index": 19, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -18901,7 +19031,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "bffd1fd2d28c15037796935e5cb6ed60426fbfbb0354ea267c723d143995f4bc", + "prepared_review_unit_hash": "e8ca88cbd7492f5d6c93c86f6148fc3885b5f8ca41fe31c62788450783d54d50", "component_budget": { "node_count": 5, "item_count": 5, @@ -18923,69 +19053,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 looks unrelated to those topics.", - "confidence": 0.97, - "canonical_issue_reason": "45872 is the strongest single representative: it has the fuller description and an exact duplicate in 45873. The 45870/45871 pair is a separate duplicate topic, and 45869 is unrelated.", + "summary": "There are two likely duplicate issue pairs: 45870/45871 and 45872/45873. The 45869 finance dataset request is related by domain but appears distinct from the DataForge example/service requests.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is the best canonical representative for the first likely duplicate pair because it is the earliest of the two matching 'Example: Financial time series prediction with DataForge' reports, and the title/body-length/timing match strongly suggests a duplicate submission.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue to anchor the cluster because it is a clear duplicate pair member with the richer, more specific DataForge/scaping-service framing.", + "best_issue_reason": "45870 is the best single issue to keep as the representative for the cluster because it is a clear, self-contained request and has a likely duplicate twin, while 45869 and 45872/45873 are different requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial dataset bundle request vs. a financial time-series example. Similar wording only, not the same underlying issue." + "reason": "Same broad finance theme, but dataset bundle vs. DataForge example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle request vs. example/prediction issue. Not the same concrete change or bug." + "reason": "Same broad finance theme, but dataset bundle vs. DataForge example request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and effectively the same issue text; this looks like a direct duplicate." + "reason": "High-confidence duplicate: identical title, same body length, and close timing strongly indicate the same report despite no body text being available." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but one is a dataset bundle request and the other is a time-series + scraping-service example. Not the same issue." + "reason": "Related financial-time-series topic, but one is an example request and the other adds a scraping-service component; different underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests: dataset/example vs. DataForge scraping-service topic." + "reason": "Related financial-time-series topic, but one is an example request and the other adds a scraping-service component; different underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue themes despite some shared keywords; they do not describe the same concrete problem." + "reason": "Overlapping domain only; the requests are substantively different." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests; this is not a duplicate of the DataForge scraping-service issue." + "reason": "Overlapping domain only; the requests are substantively different." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching body length; this is a direct duplicate pair." + "reason": "High-confidence duplicate: identical title, same body length, and close timing strongly indicate the same report despite no body text being available." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45870\u219445871 and 45872\u219445873 are the only clearly supported duplicate pairs, and the rejection of cross-pair links is conservative. 45869 is reasonably treated as separate rather than forced into either duplicate set." + "accept": false, + "feedback": "The duplicate grouping is plausible, but the writeup is a bit too strong for the evidence provided. The packet only gives titles, body lengths, and timestamps\u2014there is no body text or explicit linkage\u2014so calling 45870/45871 and 45872/45873 \"exact duplicate\" pairs overstates what is grounded. Please soften that to \"likely duplicate\" or \"high-confidence duplicate based on matching title/body length/timing.\" The non-duplicate separations look conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18993,13 +19123,13 @@ { "label": "issue", "component_index": 20, - "component_count": 20, + "component_count": 21, "review_unit_index": 1, "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": [ @@ -19009,54 +19139,120 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "e09181a2c1e53383e79580a9f5cc151ded24630b5b7a6d2e9145b6665879135a", + "prepared_review_unit_hash": "dc69c3db4b5a923c73392bde7acfb4997b4fb39c63fac88ecb9052d3743da3f4", + "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 point at static-cache handling around linear attention, but they describe different failure modes: one is a shape corruption/RuntimeError during early initialization, the other is a Qwen3.5 KeyError for `linear_attention`. Related, but not clearly the same bug for duplicate triage.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical issue: it describes the broader underlying static-cache/linear-attention corruption in a model-agnostic way, while 46441 is a model-specific symptom (`Qwen3.5`) that looks narrower.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative because it names the likely root cause (`early_initialization` + static cache) and the concrete failure mode (`wrong shapes -> RuntimeError`) without being tied to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same subsystem, but the reported failures differ materially (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`). There is 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": 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": "c292687dcd59cfaa953b8f2056fd4f66edbff836ed05ad0b1fc0b193205cd091", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "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": "Both issues involve static cache handling around linear attention, but they describe different failure modes: one is a shape corruption/runtime error during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`. Related, but not clearly the same underlying bug.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the more general and likely root-cause-oriented failure in static cache `early_initialization` affecting linear-attention layers.", + "summary": "The two issues are very likely duplicates: they have identical titles, identical body length, and a perfect soft-similarity signal, so they appear to describe the same tokenizer problem. The available metadata is strong enough for duplicate triage, though it does not expose the full body text.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46551 is the earlier of the two reports and is already closed, so it is the best canonical representative for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it names the cache path and the concrete corruption mechanism, making it more useful for tracking a fix.", + "best_issue_reason": "Issue #46551 is the strongest single issue to keep because it is the first-created report and the metadata matches the other issue closely.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46439", - "right": "issue:46441", - "accept": false, - "reason": "Reject: both mention static cache and linear attention, but one reports shape corruption in `early_initialization` while the other is a `KeyError` in Qwen3.5. The evidence does not show the same concrete underlying bug or a single fix." + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title, identical body length, and Jaccard 1.0 soft-similarity strongly indicate a duplicate issue pair, even though the full body text is not shown here." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is probably correct, but the writeup overstates the evidence in a few places. The packet only gives identical titles, identical body length, and a soft-similarity signal with Jaccard 1.0; it does not explicitly show the bodies or prove they are the exact same bug/description. Please soften claims like \u201cexact same bug\u201d and \u201ceffectively identical issue description\u201d to match the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19102,154 +19298,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "f2cdf9608292aa59b7e5ad65a47b6420eeee708206932d6c8600c03c83578573", + "prepared_review_unit_hash": "5a1525a50e0bf2f340854266cb1106d63bd6a235b409d6ba406bc6a36bbc9a24", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38089, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38089, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; only the fixed_cross_entropy pair (43251/43254) looks like the same underlying bug fix. Everything else spans unrelated model additions, docs, tests, or refactors.", - "confidence": 0.88, + "summary": "This cluster is mostly a set of unrelated PRs that only look superficially similar by subsystem or generic \u201cadd/fix\u201d language. The only true duplicate-like pair is the two `fixed_cross_entropy` changes in `loss_utils.py` (43251 and 43254).", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the strongest representative of the only true duplicate pair: it directly targets issue 43240 and patches the core loss helper with the same kwargs-forwarding fix.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the only duplicate pair: it has the explicit issue target, touches the exact same `fixed_cross_entropy` code path, and is a concrete fix for passing cross-entropy kwargs.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the clearest concrete fix in the cluster, with an explicit issue link and the most direct implementation of the cross-entropy kwargs pass-through.", + "best_pr_reason": "PR 43251 is the best standalone representative because it is the most explicit, narrowly scoped, and directly tied to issue 43240; 43254 is essentially an alternate formulation of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition vs an Executorch export test; different code paths and goals." + "reason": "Videoprism model addition vs. Executorch dynamic-shape test; no shared bug or mergeable code-path overlap." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different tokenization bugfix vs adding a new model; only loosely related to token/model infrastructure." + "reason": "Mistral tokenizer API fix vs. adding MobileLLM; unrelated artifacts." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "One is a Mistral tokenizer method fix, the other is an export dynamic-shapes test; not the same change." + "reason": "Tokenizer missing-methods patch vs. Executorch export test; different subsystems and problems." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness cleanup across several models vs adding MobileLLM; too broad and not the same underlying bug." + "reason": "Processor auto-instantiation robustness vs. new model implementation; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "A loss-helper kwargs fix and a new MobileLLM model are unrelated." + "reason": "Cross-entropy kwargs fix vs. MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs forwarding vs Mistral4 test/model changes; different subsystems and problems." + "reason": "`fixed_cross_entropy` kwargs plumbing vs. Mistral4 test updates; only broad training/loss adjacency, not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic export test vs Mistral4 model/test fixes; no shared concrete bug." + "reason": "Executorch dynamic-shape test vs. Mistral4 test fixes; different code paths and goals." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export dynamic-shapes test and MobileLLM model addition are unrelated." + "reason": "Executorch export test vs. MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs config-resolution order fix; different functionality and code paths." + "reason": "New model addition vs. config-resolution ordering fix; no duplicate underlying issue." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; not the same bug or change." + "reason": "MobileLLM model scaffold vs. Falcon output-interface refactor; different models and changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/draft tooling PR; unrelated." + "reason": "Falcon refactor vs. model-creation skill content; one is code, the other is tooling/docs, not the same artifact." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 fixes are separate model-specific changes." + "reason": "Falcon standardized-output refactor vs. Mistral4 tests; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests/model wiring vs a CLIP-family typo rename; different models and fixes." + "reason": "Mistral4 test fixes vs. `layrnorm` conversion rename; same broad model ecosystem, but not the same concrete bug/change." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat parsing/serve update; unrelated areas of the library." + "reason": "Mistral4 tests vs. chat-parsing serve update; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test work vs adding a TDT loss kernel; different feature areas." + "reason": "Mistral4 tests vs. TDT loss kernel integration; different features and code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and config-resolution order fix are unrelated." + "reason": "Mistral4 tests vs. class config-resolution fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model test fixes vs a model-creation skill/docs PR; not a duplicate change." + "reason": "Mistral4 tests vs. model-creation skill draft; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model implementation and a meta skill/tooling PR do not fix the same bug." + "reason": "MobileLLM model addition vs. new-model skill draft; tooling/documentation versus model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete cross-entropy helper path in loss_utils.py by forwarding supported kwargs to nn.functional.cross_entropy, and they could plausibly be merged into one change." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to support extra `cross_entropy` kwargs for the same issue target (43240); they are effectively the same fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43251/43254 share the same issue target (43240), the same file, and the same cross-entropy kwargs-forwarding bugfix. The other pairwise verdicts are conservative and do not overstate similarity. The cluster-level summary also stays appropriately cautious about the rest being heterogeneous." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, 43251 and 43254, is well supported: both touch `src/transformers/loss/loss_utils.py`, target the same issue (`43240`), and are clearly mergeable into one PR for the same bugfix. The other pair rejections are consistent with the listed diffs and do not overstate overlap." }, "evaluator_used": true, "retried": false, @@ -19260,7 +19456,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19276,12 +19472,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "911c2ea0e3b1d3c1dd1c2f71bb137c9cba51814a3a92f214974d2fc4dde1e5da", + "prepared_review_unit_hash": "0ff6632ca83883c2765746055ad5d1b508a80df6242667ad0f02d868e439b57d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19289,7 +19485,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19298,18 +19494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs, but they target different scope: the base VibeVoice implementation vs a later realtime extension with acoustic-tokenizer work. They overlap on shared model plumbing, yet not on the same concrete change set, so they should not be merged as duplicates.", - "confidence": 0.89, + "summary": "These are related VibeVoice efforts, but not the same change: PR 40546 implements the base VibeVoice model, while PR 42781 adds a separate VibeVoice Realtime variant with additional tokenizer/generation work. The overlap in filenames reflects shared architecture, not a duplicate fix/change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR: it is the main implementation of VibeVoice, appears more mature, and represents the core feature rather than a follow-on realtime variant.", + "canonical_pr_reason": "PR 40546 is the better representative of the cluster because it is the broader, non-draft base VibeVoice implementation and appears more complete; PR 42781 is a distinct realtime extension rather than a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall PR candidate because it is the primary, broader VibeVoice addition. PR #42781 is narrower and more specialized around realtime/acoustic-tokenizer behavior.", + "best_pr_reason": "PR 40546 is the strongest standalone PR: it has the fuller base implementation, much higher discussion activity, and is not marked draft. PR 42781 is narrower and clearly a separate follow-up direction.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they share VibeVoice files, but #40546 adds the base model and docs while #42781 adds realtime-specific and acoustic-tokenizer changes. The concrete code paths and mergeable scope are different, so this is not a duplicate PR pair." + "reason": "Reject: the PRs share the VibeVoice codebase, but they target different deliverables. 40546 adds the base VibeVoice model, while 42781 adds a realtime variant plus extra acoustic-tokenizer and generation changes. They are related, not the same underlying change, and would not plausibly be merged as one PR." } ] }, @@ -19323,7 +19519,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19339,7 +19535,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f27c223443e7da9573be418fa9c1b716353b78acd8a3de14b0698ee4a95cd72a", + "prepared_review_unit_hash": "e3ccbf8304a51deef71cafd75a120b5a74df652f6a6f28f6695facf9895328f8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19361,18 +19557,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not represent the same underlying bug or change, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The two pull requests are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They target different models and different code paths, so the soft similarity is a false positive.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items address unrelated feature work in different model families and do not appear mergeable into one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global canonical choice because they solve different problems in different subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different feature goals; they are not the same fix and would not be merged as one PR." + "reason": "Different model features and code paths (TimesFM covariates vs. DINOv3 image classification); not the same underlying change." } ] }, @@ -19386,7 +19582,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19449,7 +19645,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19467,12 +19663,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "5bf0b08997383f528d54a75d9701353e501ec9aa6bf97451775f0afbae894909", + "prepared_review_unit_hash": "479509714039c0b8445741c4c12d445b7368f84a17c00a71dbfa69535a0e087e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10433, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19480,7 +19676,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10433, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19489,24 +19685,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that share Transformers boilerplate but implement different model codepaths and docs, so they are not duplicates.", + "summary": "All three PRs are separate model-addition efforts for different models (DeepSeek OCR, Isaac, Kimi2-6). They share boilerplate integration files, but not the same underlying bug or change, so the soft duplicate links should be rejected.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it is a substantial model addition with the broadest implementation footprint and the most discussion, but it is still distinct from the other two model-introduction PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the best single representative because it is the most fully developed and central-looking of the three, though it does not subsume the others.", + "best_pr_reason": "No clear canonical PR: these are distinct model additions, and none is a duplicate of the others. If forced to pick a representative, 45630 is the broadest/most reviewed, but it is not a true canonical duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and different implementations (DeepSeek OCR vs Isaac). Overlap is only in shared scaffolding like auto mappings and docs, not the same underlying change." + "reason": "Different model families and different codepaths; shared docs/auto-registration files are boilerplate, not evidence of the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with different model-specific files and codepaths. Shared framework registration files are not enough to treat them as one PR." + "reason": "Isaac and Kimi2-6 are unrelated model additions. Overlap is limited to standard integration scaffolding, so they are not duplicates." } ] }, @@ -19520,7 +19716,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19536,12 +19732,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "691c4f8e322457bf075bd82ac07523dde2639d4540e32c0625dd7796d22f9b35", + "prepared_review_unit_hash": "ff308a5c5820712c501943a5e2df20b3e070b2633bcdf3c882ddd09d84df256f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19549,7 +19745,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19558,18 +19754,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions versions in workflow files, but they target different actions and different maintenance goals: one is a broad Node 24 compatibility sweep, the other is a general latest-version bump focused on docker/build-push-action and a few other workflows. They overlap in files but do not look like the same concrete change.", - "confidence": 0.91, + "summary": "These are related only in that they both touch GitHub Actions workflows, but they upgrade different actions for different reasons and in different code paths. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more specific maintenance change: it explicitly targets Node 24 compatibility and updates multiple core workflow actions. It is the better canonical representative if one must be chosen, but it is not a duplicate of PR 42976.", + "canonical_pr_reason": "PR 42975 is the better representative because it is a broader, clearly scoped workflow-actions compatibility update with explicit Node 24 motivation.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best standalone candidate because its title and diff describe a coherent, clearly scoped upgrade theme across many workflows. PR 42976 is narrower and centered on a different action family, so it is less representative of the cluster.", + "best_pr_reason": "PR 42975 is the stronger cluster anchor: it has the clearest purpose, wider workflow coverage, and more explicit compatibility intent than the narrower docker-action bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency upgrades, but they change different action ecosystems and are not the same fix. 42975 is about Node 24 compatibility across many GitHub Actions; 42976 updates docker/build-push-action and a few other actions to latest versions. Shared workflow files alone is not enough to merge them as duplicates." + "reason": "Reject: 42975 upgrades several GitHub Actions for Node 24 compatibility (checkout/cache/upload-artifact etc.), while 42976 only bumps docker/build-push-action to v6 in Docker image workflows. They touch overlapping workflow files but do not fix the same concrete problem." } ] }, @@ -19583,7 +19779,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19591,12 +19787,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-4", + "cluster_id": "cluster-42978-5", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45490" + "pull_request:45490", + "pull_request:46562" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -19604,72 +19801,79 @@ "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:43451|pull_request:45490", + "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "dd6b8e660f8f27298e3cc39c216f47f76c29a9663a948393bb54f7e5d3b77093", + "prepared_review_unit_hash": "5e57563052ddab504badbfd7ab313987aa09803afc2ca02683a9297369d62d24", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14253, - "estimated_input_tokens": 3564, - "estimated_eval_tokens": 7384 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17304, + "estimated_input_tokens": 4326, + "estimated_eval_tokens": 8908 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14253, - "estimated_input_tokens": 3564, - "estimated_eval_tokens": 7384 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17304, + "estimated_input_tokens": 4326, + "estimated_eval_tokens": 8908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM) that only overlap on generic onboarding files like docs and AutoModel registration. They are not duplicate fixes/changes to the same concrete code path.", - "confidence": 0.96, + "summary": "All items are distinct model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash). They share broad repository patterns like docs and auto-mapping updates, but not the same underlying change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest representative by breadth and maturity: it has the largest review activity and the broadest implementation/test surface, but it is still a distinct model addition rather than a duplicate of the others.", + "canonical_pr_reason": "No single PR is a duplicate of the others; these are separate model-introduction efforts with different codepaths and targets.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 looks like the most complete and well-reviewed of the set, with substantial implementation coverage across modeling, processing, video, docs, and tests.", + "best_pr_reason": "pull_request:43451 is the strongest representative only by scope/activity, with the broadest model integration footprint and the highest review activity, but it is not a duplicate canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo). Shared files are just generic model-registration and docs boilerplate, not the same bug or change." + "reason": "Different models and implementations (ViT NEPA vs Molmo); shared docs/auto registry edits are not enough to treat as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different additions for different models (ViT NEPA vs Molmo2). Overlap is limited to shared auto/doc plumbing, so they are not mergeable as one fix." + "reason": "ViT NEPA and Molmo2 are separate model additions with different files and codepaths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; the common files are standard integration points, not evidence of the same underlying change." + "reason": "ViT NEPA and CTSM are unrelated model introductions." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related in naming but are distinct architectures with separate model, processor, and test implementations; this is not the same PR." + "reason": "Molmo and Molmo2 are related by naming but are distinct architectures and separate integrations." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different models. Their shared edits are generic registry/docs updates, which is too broad to treat as a duplicate." + "reason": "Molmo and CTSM are different models; overlap is only in generic integration plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM touch some of the same integration files, but they implement different model families and different code paths, so they should not be merged." + "reason": "Molmo2 and CTSM are distinct model additions with different model-specific files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash affect different model families and conversion paths; not the same concrete change." } ] }, @@ -19683,7 +19887,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19712,94 +19916,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "d8c604c7cf7279ec9f5b4281944d1dda5858ecfc0ac348228a58b475a911d0ec", + "prepared_review_unit_hash": "4ec9774fbcc931dea0c9b92fbed5fb6b46f3f1abaa39e16bbe7f74a93becde26", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16416, - "estimated_input_tokens": 4104, - "estimated_eval_tokens": 8464 + "serialized_chars": 16420, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16416, - "estimated_input_tokens": 4104, - "estimated_eval_tokens": 8464 + "serialized_chars": 16420, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated and were only softly linked by generic \"fix\"/\"test\" similarity. The only substantive code fixes are in different subsystems, so they should not be collapsed as duplicates.", - "confidence": 0.88, + "summary": "No duplicate cluster here: these PRs span unrelated fixes across Whisper decoding, CLIP/ViT tests, FP8 loading, generation validation, PhiMoE integration tests, and trainer tests. None look mergeable as one concrete change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must be used as the anchor, 46380 is the strongest representative because it fixes a real runtime validation bug in generation code and includes corresponding test coverage, unlike the test-only or placeholder PRs.", + "canonical_pr_reason": "No single canonical PR stands out because the candidates fix different code paths and different subsystems; they should not be collapsed into one duplicate group.", "best_issue_reason": null, - "best_pr_reason": "46380 is the best overall PR candidate: it addresses a concrete code-path defect, is clearly fix-oriented, and is more merge-worthy than the mostly test-scaffolding changes. The other PRs either target different bugs or are not substantive fixes.", + "best_pr_reason": "PR #46380 is the strongest standalone fix among the set because it addresses a real generation-validation code path, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:46541", "accept": false, - "reason": "Whisper tokenizer decoding vs trainer item-count tests; no shared underlying bug or code path." + "reason": "Whisper tokenizer decoding tests vs trainer batch-count tests; unrelated subsystems and no shared bug." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper decoding fix vs placeholder test edits in CLIP/ViT; unrelated changes." + "reason": "Whisper decoding logic vs CLIP/ViT test-only edits; different models and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding vs FP8 dequant/loading changes; different subsystems and defects." + "reason": "Whisper decoding vs FP8 dequant/loading changes; unrelated code paths." }, { "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 decoding vs generation watermarking validation; different features and no concrete shared issue." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Placeholder test-only PR vs PhiMoE integration-test change; no common underlying fix." + "reason": "CLIP/ViT test edits are unrelated to PhiMoE integration-test changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test placeholder edits do not match the FP8 dequant/runtime fix; unrelated." + "reason": "Test-only changes for CLIP/ViT are not the same bug as FP8 dequant/model-loading fixes." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test placeholders are not the same change as generation validation and whisper-related runtime fixes." + "reason": "Different areas: vision-model tests vs generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequantization fix vs PhiMoE test harness change; different code paths and problems." + "reason": "FP8 quantization/dequant fixes are unrelated to PhiMoE integration-test setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are real fixes, but one is FP8 dequantization while the other is generation-config validation; too different to merge as one PR." + "reason": "Both touch model loading/generation-adjacent code, but they fix different concrete problems and are not one PR." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation fix vs PhiMoE integration-test adjustment; not the same underlying bug." + "reason": "Generation watermarking validation and PhiMoE test setup are unrelated changes." } ] }, @@ -19813,7 +20017,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19829,12 +20033,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "dc2238b9eea0c85ee82f194cbb7512564c276ddd85e737f6fd1ab103e83f1e7d", + "prepared_review_unit_hash": "ca0f8165a4514f27d196b5ae4e5885ff7278d36290b527e9de26d8c6988f1cf6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19842,7 +20046,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19851,18 +20055,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both look like intentional bot-test placeholders, but they exercise different areas and do not appear to fix the same underlying problem. The only overlap is a shared test file, which is incidental.", + "summary": "False-positive cluster: PR 43488 is a repo-bot/version-format check, while PR 43532 changes CI/workflow and testing utilities. The only overlap is an incidental shared Vit test file, not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broader representative of the cluster: it changes multiple workflow/test-related files and appears to be the more substantial placeholder. PR 43488 is a narrower setup/version-format probe.", + "canonical_pr_reason": "No canonical PR: the two PRs target different code paths and purposes, so there is no single duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the better cluster representative because it has the larger and more varied diff, while 43488 is a small, single-purpose change. Neither is a strong duplicate target for the other.", + "best_pr_reason": "PR 43532 is the better standalone representative because it contains the larger, coherent functional change; 43488 is a narrow repo-bot check and not related to it.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: these are different bot-test PRs with unrelated changes. 43488 tweaks setup/version and dependency tables; 43532 alters CI workflows, testing utilities, and notification code. Shared Vit test file is not enough to indicate the same underlying bug/change." + "reason": "Reject: the PRs are unrelated beyond a shared Vit test file; one is a setup/version-format check, the other is a CI/workflow/testing-utils change." } ] }, @@ -19876,7 +20080,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19892,12 +20096,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "64f2848c8385a508e12634148d75303657da2a7e0f2d02ac8411e25e73bb7de2", + "prepared_review_unit_hash": "15977da8af6d1b430646a508c8d08520378e3748e08db4cce1e3da75e8359191", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19905,7 +20109,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19914,18 +20118,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share similar scaffolding and documentation changes, but they target different tasks and model paths, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are related by a shared pipeline-registration/docs scaffold, but they add different features: one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. They should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs implement different concrete pipelines with different model integrations and test surfaces, so neither subsumes the other.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader/more representative change, with more model coverage and task wiring, but it is still a separate feature from PR 43612.", + "best_pr_reason": "Neither PR is a better duplicate representative; they overlap only in shared docs/init metadata and target different segmentation tasks and code paths.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying feature work: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same PR." + "reason": "Different pipeline features (concept segmentation vs visual segmentation) with different model/test files; shared docs and registration updates are incidental scaffolding, not the same underlying change." } ] }, @@ -19939,7 +20143,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19955,7 +20159,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9560df71809eef7bbacc6f7ffbe173df3ab092d66fb33cdf42415b62886edee5", + "prepared_review_unit_hash": "09bdb7f0bd9343f2826bb988ef8c401fd08d7cf33c399ec623b675a316c91086", "component_budget": { "node_count": 2, "item_count": 2, @@ -19977,18 +20181,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but change different trainer extension points: one alters gradient-accumulation loss scaling, the other factors out signature-based column filtering. They are not the same underlying change or bug fix.", - "confidence": 0.98, + "summary": "These are both trainer.py refactors, but they address different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 and 43663 solve unrelated trainer behaviors rather than the same underlying bug or change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "43663 is the cleaner representative if one must be chosen: it is a focused helper extraction around column filtering, whereas 43651 changes loss-scaling semantics.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: `_loss_is_scaled_for_ga` affects training loss normalization, while `_get_signature_columns` affects dataset column filtering. Shared file alone is not enough to treat them as duplicates." + "reason": "Different underlying changes in trainer.py: 43651 introduces _loss_is_scaled_for_ga for gradient-accumulation loss normalization, while 43663 extracts _get_signature_columns for model input filtering. Shared file alone is not enough to treat them as the same fix." } ] }, @@ -20002,7 +20206,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20018,12 +20222,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "93c162a90f89cc1f884e091868ec8866707688f70a05d5febb912d0f9fdcda84", + "prepared_review_unit_hash": "15e0186a82e58c2ee8a89b4d1ae8a92dde357e83cbe0ec110bd0bacc32aeff81", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20031,7 +20235,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20040,18 +20244,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch the same CLI file but fix different TypeAdapter-related issues: one is a typing/annotation cleanup, the other addresses a runtime NameError when pydantic is missing. They should not be deduplicated.", - "confidence": 0.95, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation/runtime import issues, but they target different failure modes: one adds future-annotations cleanup, the other fixes `TypeAdapter` handling when `pydantic` is absent. They do not look like the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more concrete fix: it directly handles the missing-pydantic TypeAdapter NameError by importing TypeAdapter only under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "PR 43842 is the more specific, concrete fix: it directly addresses the `TypeAdapter` NameError path by making the import optional and the annotation stringized.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best candidate in this cluster because it targets the actual runtime failure described by its title and diff, rather than a broader typing refactor.", + "best_pr_reason": "PR 43842 is the best representative because it has the narrower, clearer bug statement and the smallest targeted change set for the runtime import problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: these are different underlying changes. #43656 modernizes annotations in serve.py, while #43842 fixes a runtime TypeAdapter NameError when pydantic is not installed. Same file, but not the same bug or mergeable as one PR." + "reason": "Similar file and similar typing cleanup, but the fixes target different runtime issues: `__future__.annotations`/annotation modernization versus `TypeAdapter` import handling when `pydantic` is missing. Not the same underlying bug." } ] }, @@ -20065,7 +20269,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20131,7 +20335,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20201,8 +20405,8 @@ "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", - "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", @@ -20243,460 +20447,388 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "6dfe1c561e626714b610e8c8a10c3510f47a25d1ec560bee1293e11957f6c95e", + "prepared_review_unit_hash": "90c207e540a2ba3a45fdd0ebf340ebdba42bed8ddd8481f7ae1dbc93499b8289", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84890, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75087, - "estimated_input_tokens": 18772, - "estimated_eval_tokens": 37800 + "serialized_chars": 75101, + "estimated_input_tokens": 18776, + "estimated_eval_tokens": 37808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a theme cluster around standardized output-tracing refactors across many different models, not one duplicate set. The clear duplicate subclusters are GPT-J/CodeGen and GPT-Neo; most other pairs only share the same tracking issue or broad refactor pattern and should stay separate.", - "confidence": 0.84, + "summary": "This cluster is mostly a bundle of separate per-model output-tracing refactors, not one single duplicate. The clear duplicate-like overlaps are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen family (44066/44085/44722); the rest are distinct model-specific changes.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present in the cluster; 44722 is the best canonical PR anchor for the strongest duplicate subcluster because it overlaps the same GPT-J/CodeGen output-tracing changes seen in 44066 and 44085 and is the latest/broadest version.", + "canonical_pr_reason": "PR 44722 is the best anchor because it is the later, broader GPT-J/CodeGen refactor with the same standardized output-tracing change set and a cleaner, more complete implementation than the narrower overlaps.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best overall PR representative: it is the clearest, most complete instance of the duplicated GPT-J/CodeGen refactor and subsumes the same concrete gptj.py output-tracing work.", + "best_pr_reason": "44722 is the strongest representative of the shared output-tracing refactor theme: it covers the same concrete GPT-J/CodeGen code path, is explicit about the standardized decorator approach, and appears to subsume the narrower GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; they only share the broad output-tracing theme and the same issue target." + "reason": "Different model families and different refactors; not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different concrete model/code paths; shared issue target alone is too broad." + "reason": "Unrelated model implementations; same general tracing theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file path; overlapping standardized capture_outputs/can_return_tuple migration." + "reason": "Both target the GPT-J output-tracing refactor pattern and overlap on the same concrete code path, so they look mergeable into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and implementations; same issue target is not enough." + "reason": "Both are output-tracing refactors, but for different model implementations and code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated models; not a duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; only the refactor theme matches." + "reason": "Different model families and different implementation targets." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/code paths; same tracking issue is too broad." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "Different model families; same feature area is too broad to call duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models; only the standardized output-tracing pattern overlaps." + "reason": "GPT-J/CodeGen vs MPT are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model family/file set; one looks like a revision of the same change." + "reason": "Both are GPT-Neo output-tracing refactors touching the same model file and appear to be the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same issue target but different concrete changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and refactors; no shared concrete code path." + "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; only the high-level refactor theme overlaps." + "reason": "ResNet and GPT-J are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different model families; both are output-tracing refactors but not the same change." + "reason": "GPT-Neo and ResNet are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and files; only broad refactor similarity." + "reason": "ResNet and MPT are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different model families; shared issue target is too broad." + "reason": "GPT-Neo and Flaubert/XLM are different model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete change." + "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; same output-tracing theme only." + "reason": "MPT and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; not the same underlying change." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different model families/code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and refactor scope." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "Different models; same refactor pattern only." + "reason": "GPT-Neo and MGP-STR are unrelated model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; no shared concrete code path." + "reason": "GPT2 and MGP-STR are different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-J and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; only a broad output-handling theme overlaps." + "reason": "ViLT and Flaubert/XLM are different model-specific changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; not the same change." + "reason": "GPT2 and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different model code paths." + "reason": "GPT-Neo and MPT are unrelated model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; same issue target but unrelated concrete changes." + "reason": "Segformer and LongT5 are unrelated refactors." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44722", "accept": false, - "reason": "Different model families/code paths." + "reason": "Segformer and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; not a duplicate." + "reason": "Segformer and VisualBert are unrelated model changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and implementations." + "reason": "GPT-Neo and MPT are different implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBERT; only broad refactor similarity." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT vs MGP-STR; different concrete changes." + "reason": "RegNet and VisualBert are unrelated model refactors." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM; not the same code path." + "reason": "VisualBert and Flaubert/XLM are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer vs MPT; only the abstract refactor theme overlaps." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT vs LongT5; different models and code paths." + "reason": "Segformer and MPT are unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs MPT; not a duplicate change." + "reason": "GPT2 and MPT are separate code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs Flaubert/XLM; different model families." + "reason": "MPNet and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo vs GPT-2; same theme, different code paths." + "reason": "GPT-Neo and GPT2 are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 vs GPT-Neo; not the same underlying fix." + "reason": "GPT2 and GPT-Neo are different implementations." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5; unrelated concrete changes." + "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs SegFormer; same issue target but different models." + "reason": "RegNet and Segformer are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; different code paths." + "reason": "RegNet and MPNet are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; not the same change." + "reason": "MPT and ImageGPT are separate model-specific changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; only the output-tracing theme matches." + "reason": "TextNet and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; different models and implementations." + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; same issue target only." + "reason": "RegNet and GPT-Neo are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; not the same concrete bug/change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet vs MPT; different model families." + "reason": "RegNet and LongT5 are different model implementations." }, { - "left": "pull_request:44010", + "left": "pull_request:44074", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs MPT; different model code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBERT vs VisualBERT; broad pattern only." + "reason": "TextNet and MPT are unrelated refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo vs SpeechT5; different models/code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet vs TextNet; not a duplicate change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet vs SpeechT5; only the generic refactor theme overlaps." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT vs SpeechT5; different concrete changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT vs GPT-Neo; same theme only." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet vs LongT5; not the same code path." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "CVT/FNet vs SegFormer; different model families." - }, - { - "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT vs DeBERTaV2; broad refactor similarity only." + "reason": "GPT-Neo and DeBERTaV2 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 vs TextNet; unrelated concrete changes." + "reason": "DeBERTaV2 and TextNet are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping gptj.py/codegen.py edits; 44722 looks like the later, broader instance." + "reason": "Both are the same GPT-J/CodeGen standardized output-tracing refactor family and overlap enough to be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file path; 44722 subsumes the same decorator migration." + "reason": "Both appear to implement the same GPT-J output-tracing decorator refactor on the same concrete code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; no shared concrete code path." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families; shared tracking issue is not enough." + "reason": "CVT/FNet and RegNet/ResNet are different model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; different concrete changes." + "reason": "DeBERTaV2 and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 vs ViTS; same refactor theme only." + "reason": "DeBERTaV2 and Vits are different implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The duplicate subclusters identified for GPT-J/CodeGen and GPT-Neo are supported by shared file paths and closely overlapping refactors, while the rest are correctly treated as broad theme matches or shared-issue-only overlaps." + "feedback": "The summary is grounded in the packet and stays conservative: it only groups the clearly overlapping GPT-Neo pair and the GPT-J/CodeGen family, while treating the rest as model-specific refactors. The accepted soft-edge pairs are supported by shared filenames and/or the same issue target, and the rejected pairs are reasonably explained by different model code paths." }, "evaluator_used": true, "retried": false, @@ -20707,7 +20839,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20734,20 +20866,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "c8fd3b7042141bf01ccef2d1e7d0c09705843966c5723e42eba1d630686f628f", + "prepared_review_unit_hash": "88c9a01c14dd6ff99c33c005d7d69951083d9eee806fe1953ed185226a332f31", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84890, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, + "serialized_chars": 17123, "estimated_input_tokens": 4281, "estimated_eval_tokens": 8818 }, @@ -20756,48 +20888,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific migrations to standardized output tracing/capture_outputs. They share a refactor theme, but each changes a different model code path, so they are not duplicates. No soft pair should be merged.", - "confidence": 0.97, + "summary": "These PRs share a broad theme\u2014migrating model forwards to standardized output tracing/capture\u2014but they target different model implementations and code paths, so they are not duplicates of one another. This looks like a topical cluster rather than a mergeable duplicate set.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative of the cluster: it is a concrete output-tracing refactor, has an explicit issue target, and is scoped as a model-specific implementation rather than a broad or speculative change.", + "canonical_pr_reason": "PR 44073 is a good cluster representative: it clearly shows the standardized output-tracing refactor pattern with explicit capture_outputs/can_return_tuple wiring and model-specific _can_record_outputs setup.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone PR in this set because it is clearly tied to a tracking issue and presents a focused, self-contained refactor of one model's output capture behavior.", + "best_pr_reason": "PR 44073 is the best overall exemplar for the cluster because it is a straightforward, self-contained instance of the recurring refactor pattern without relying on another PR\u2019s context.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models (FocalNet vs ImageGPT) and different forward paths; same refactor theme, but not the same underlying bug/change." + "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different execution paths, so they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Different models (VisualBert vs TextNet). Both standardize outputs, but they modify separate implementations and are not mergeable as one fix." + "reason": "VisualBert and TextNet are unrelated model implementations; these are separate per-model refactors, not one mergeable code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert are unrelated code paths; shared output-tracing refactor pattern is too broad to treat as a duplicate." + "reason": "MPNet and VisualBert each add standardized output capture in their own model stack; the shared theme is too broad to treat as a duplicate." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model implementations with no shared concrete bug; same capture_outputs migration pattern is not enough for duplication." + "reason": "These are distinct model-specific refactors in different architectures, so they do not represent the same concrete bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct models; these are parallel refactors, not the same underlying change." + "reason": "RegNet and SqueezeBert are separate model code paths; similar decorator migration does not make them duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert vs SpeechT5 are different code paths; both touch output tracing, but they are separate model-local migrations." + "reason": "SqueezeBert and SpeechT5 are different models with different output semantics; these are not the same underlying fix and would not be merged into one PR." } ] }, @@ -20811,7 +20943,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20880,12 +21012,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "5af0b922b836b791f4793831a522e743b5aa5c046cbf7e9bd09c1c98fdddc28e", + "prepared_review_unit_hash": "7e352133b70727e6e066a75e0f31f6d9688e48747798c63e3eaefa1a8521353c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41330, + "serialized_chars": 41329, "estimated_input_tokens": 10333, "estimated_eval_tokens": 20922 }, @@ -20893,7 +21025,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41330, + "serialized_chars": 41329, "estimated_input_tokens": 10333, "estimated_eval_tokens": 20922 }, @@ -20902,270 +21034,270 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar refactors around output tracing / `can_return_tuple`, but they target different model implementations and code paths, so they are not duplicates and should not be merged together.", - "confidence": 0.95, + "summary": "These PRs are all model-specific output-tracing refactors (`can_return_tuple` / output capture) across different architectures, not true duplicates. I would keep them separate and use one representative PR for the cluster rather than merge them.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "44003 is the broadest representative of the shared refactor theme, since it updates two closely related model files and adds the new output-capturing plumbing.", + "canonical_pr_reason": "PR 44025 is a clean representative of the pattern: it applies the output-tracing refactor to a closely related model family (`depth_anything` and `prompt_depth_anything`) with a focused, self-contained scope.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best single representative PR for this cluster because it most clearly shows the common tracing refactor pattern while spanning more than one model file.", + "best_pr_reason": "PR 44025 is the best anchor for the cluster because it is a straightforward exemplar of the common refactor style without broad unrelated scope, but it is still model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `upernet`); same refactor theme, but not the same underlying change or code path." + "reason": "Different model families and code paths; same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model families; both adjust output handling, but they are independent refactors." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are unrelated code paths, so this is not a duplicate fix." + "reason": "Different architectures and forward paths; only the output-tracing refactor theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different model stacks and are not mergeable as one concrete bugfix." + "reason": "Unrelated model families (`timm_backbone` vs `mamba`); not one shared bug or fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`timm_backbone` vs `rwkv`); similar plumbing, but not the same change." + "reason": "Different model code paths; these are separate refactors, not a single duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` have different output contracts and code paths; not a duplicate." + "reason": "Different models (`mobilenet_v1` vs `univnet`) and different output shapes/paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "These are separate model-specific refactors, not the same underlying bug." + "reason": "Same broad refactor style, but different model implementations and concrete code paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both refactor output tracing, but do not fix the same concrete issue." + "reason": "Different model families; both are tracing refactors but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated code paths; not duplicates." + "reason": "Separate encoder/decoder wrappers with distinct code paths; too broad to merge as duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stacks and separate implementation changes; not the same fix." + "reason": "Different wrapper model (`mobilenet_v1` vs speech encoder-decoder); same theme only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are distinct model implementations; similar refactor pattern only." + "reason": "Different models (`vision_text_dual_encoder` vs `univnet`) and unrelated forward logic." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths, so these are not the same bug/change." + "reason": "Different architectures and model code paths; not the same concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but for different models and different output types." + "reason": "Different model families; only the tracing-refactor pattern is shared." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are related in name only; the fixes are independent." + "reason": "Both are encoder/decoder-style wrappers, but they are different concrete models and changes." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated architectures; not a duplicate." + "reason": "Different models (`univnet` vs `upernet`) with separate output semantics." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different forward signatures; no shared concrete bug." + "reason": "Distinct model families; not the same bug or code-path fix." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Separate code paths with the same refactor style, but not the same underlying issue." + "reason": "Different model wrappers and forward implementations; same broad refactor only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated implementations; not mergeable into one PR." + "reason": "Separate models (`upernet` vs `rwkv`) and unrelated forward paths." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "These are independent model-specific output-tracing changes, not duplicates." + "reason": "Different architectures and output behavior; not mergeable as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks (`univnet` vs `mamba`); same theme, not same bug." + "reason": "`univnet` and `mamba` are unrelated model families; same pattern, not same fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model code paths; this is not the same fix." + "reason": "Different models and code paths; only superficial similarity in refactor style." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and different forward-path changes; not a duplicate." + "reason": "Different model families; not the same concrete underlying change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` refactor vs `superpoint` refactor; similar goal, different implementation and code path." + "reason": "`mamba`/`falcon_mamba` vs `superpoint`; unrelated implementations and outputs." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` are separate model families; not the same concrete change." + "reason": "Different model code paths (`mamba` vs `codegen`); same tracing theme only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and forward logic; only the refactor pattern is shared." + "reason": "`timm_backbone` and `codegen` are unrelated; not a duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` have unrelated output semantics, so not duplicates." + "reason": "Different model families and output semantics; not the same issue." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Separate model-specific refactors; no shared underlying bug." + "reason": "Separate architectures; this is only a similar refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "These touch different model families and different output-handling paths." + "reason": "Different concrete code paths; same generic output-tracing refactor theme." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are tracing refactors, but for different model wrappers and different code paths." + "reason": "Both are encoder/decoder-related wrappers, but they are different model families and changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder/decoder model families; not the same concrete change." + "reason": "Different model families (`depth_anything` vs speech encoder-decoder); not one duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated models, so this is not a duplicate fix." + "reason": "Different models and outputs; same refactor style only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model stacks and different output contracts; no single shared bug." + "reason": "Unrelated model code paths; not the same underlying bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are distinct implementations; same refactor idea only." + "reason": "`depth_anything` vs `dpr` are different models and fix different signatures." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; not duplicates." + "reason": "Different wrapper/model implementations; not a shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers with independent output-tracing updates." + "reason": "Both are encoder-decoder wrappers, but they are distinct models with separate changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Same theme, but separate model implementations and fixes." + "reason": "Different model families and code paths; only the refactor pattern matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` do not share the same concrete bug or code path." + "reason": "`vision_encoder_decoder` and `dpr` are unrelated concrete implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not a duplicate." + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`) and unrelated output paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and forward-path changes; no same underlying issue." + "reason": "Different model families and forward signatures; not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "These are separate model-specific refactors, not the same fix." + "reason": "Distinct code paths and model behavior; same broad theme only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different code paths; similar pattern does not make them duplicates." + "reason": "`superpoint` and `rwkv` are unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different implementations of output handling." + "reason": "Different models and different output structures; not a duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated implementations; not the same underlying change." + "reason": "Separate model families (`rwkv` vs `dpr`) with unrelated fixes." } ] }, @@ -21179,7 +21311,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21195,12 +21327,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ef9f99e284883c85b7ced5fffe07e190b851a1f572cca88e0b8bd337a535a341", + "prepared_review_unit_hash": "b07911bd0c08fcc591d2d95f8f1d39c1514eed3dea833e6c13b1f54ec95f03ed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21208,7 +21340,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21217,18 +21349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open model-implementation PRs for different new models (PenguinVL vs Voxtral TTS). They share the usual Transformers scaffolding (docs, auto registrations, model package files), but they target unrelated architectures and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs. They share a lot of boilerplate files because both register new models in Transformers, but they target different architectures and codepaths: PenguinVL vs Voxtral TTS. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the more targeted and better-scoped change: it explicitly links to issue 45027 and adds a complete Voxtral TTS implementation with conversion, generation, processing, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest representative of the cluster because it has an explicit issue target, a narrower purpose, and clearer end-to-end integration for one specific model.", + "best_pr_reason": "PR #45401 is the more self-contained candidate to represent its own change because it has an explicit issue target and a tighter, model-specific scope; however, it is not a duplicate of the PenguinVL PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different concrete implementations. The overlap is only generic Transformers boilerplate (docs, auto registries, package layout), not the same underlying bug or change." + "reason": "Different underlying models and functionality. Shared files are generic model-registration/docs plumbing, not the same bug or change." } ] }, @@ -21242,7 +21374,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21258,7 +21390,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "c76741b7a152150219ffe856b919074670da3cd8d04d253100900353286c8703", + "prepared_review_unit_hash": "4277db423d709eafc8c3ceeb23ac0c13b0ebd94a4b4ad9353d7f9a8b27c7c0c5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21280,18 +21412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both about fusion, but they implement different layers: #44979 adds a generic module-fusion API, while #45363 wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look like the same underlying change.", - "confidence": 0.93, + "summary": "Both pull requests are about fusion, but they target different abstractions and code paths: one adds a standalone Module Fusion API, while the other implements KernelConfig-driven n-to-1 kernel fusion across model loading and integrations. They are related conceptually, but not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing fusion feature: it wires KernelConfig through model loading/integrations and includes an example, so it better represents the broader fusion effort in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the more cluster-central integration change: it connects fusion into model loading and runtime behavior. #44979 is a lower-level API foundation, but the two are not duplicates.", + "best_pr_reason": "PR #45363 is the best representative because it is the more complete and specific implementation of fusion behavior, with a clearer runtime pathway than the standalone API in #44979.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete change paths: #44979 introduces a standalone module fusion API in a new file, while #45363 implements kernel fusion plumbing via KernelConfig and integrations. They are related conceptually but not the same fix and would not plausibly be merged as one PR." + "reason": "Related theme, but not the same underlying change. #44979 introduces a new Module Fusion API and test file; #45363 implements n-to-1 kernel fusion via KernelConfig with model/integration changes. Different APIs and code paths, so they should not be merged as duplicates." } ] }, @@ -21305,7 +21437,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21321,7 +21453,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a42de31ea7e6ec328e3cbd770fb41a81f959f528808a3c72cb3f7ccb100aa65e", + "prepared_review_unit_hash": "e5616a10c1f1767e28555fb429135a5bd7d0c40bb216ac0a1e45ba57c9a9f8e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21343,18 +21475,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete variant because it also adds tests.", + "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the fuller version with tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same code path as 45086 and adds test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same bug as 45086 and also adds test coverage for `fix_mistral_regex=True`.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR candidate: same bug fix, same file, same issue target, and it includes validation tests.", + "best_pr_reason": "PR 45317 is the best overall PR candidate: same concrete code-path fix as 45086, but more complete and validated by tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex` with the same code change on the same file and shared issue target #45081; 45317 appears to be an expanded version with tests." + "reason": "Same underlying AttributeError in `_patch_mistral_regex`; identical fix in the same file, with 45317 adding tests. These are duplicate fix attempts and could be merged into one PR." } ] }, @@ -21368,7 +21500,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21384,7 +21516,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "86d9e2e4c8bd51d5f8ef710bcf9bcc1d96c518089e5d29d923db8998be200c9b", + "prepared_review_unit_hash": "e402da7d511f15cbe4ea70211c1d144520df3e98103812cac7bf245350c96e42", "component_budget": { "node_count": 2, "item_count": 2, @@ -21406,18 +21538,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are thematically related to NemotronH, but they target different changes: one is a narrow checkpoint-conversion key mapping refactor, while the other is a broader model split into NemotronH Dense/Sparse with docs, auto-mapping, and tests. They should not be treated as duplicates.", - "confidence": 0.92, + "summary": "Both pull requests target the NemotronH family, but they address different changes: one is a conversion/mapping refactor for NemotronH compatibility, the other splits NemotronH into dedicated dense/sparse model variants with docs and tests. They are related but not the same underlying fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more user-visible NemotronH restructuring PR: it introduces the dense/sparse model packages, updates auto-mapping and docs, and includes tests. If one PR had to represent the cluster, this is the more complete change.", + "canonical_pr_reason": "pull_request:45569 is the stronger canonical PR because it is the broader, more user-visible change: it adds the dedicated NemotronHDense/NemotronHSparse implementations, updates auto-mapping and docs, and includes tests. PR 45115 is a narrower refactor focused on conversion mapping and inheritance plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative because it covers the main architectural change and downstream integration work, whereas PR 45115 is a smaller conversion-mapping adjustment that appears to support a separate code path.", + "best_pr_reason": "pull_request:45569 best represents the cluster since it covers the main architectural outcome and the most complete code path changes across modeling, auto config, docs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying changes: 45115 only adds NemotronH conversion-key renames for checkpoint loading, while 45569 refactors the model into nemotron_h_dense/sparse and updates docs/tests. They are related but not the same fix and would not plausibly be merged as one PR." + "reason": "Not the same concrete change. 45115 is about conversion key remapping and inheriting GraniteMoeHybrid-compatible structure for NemotronH, while 45569 is a model split into NemotronHDense/NemotronHSparse with docs and test updates. Shared filenames are at the subsystem level only." } ] }, @@ -21431,7 +21563,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21447,12 +21579,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "bff5b95abc5ecdf73d9081e4fdcbb21e326d0287509c135c610eec382aecc8dd", + "prepared_review_unit_hash": "4d4df2f7e7f433612dcf508f3d18a957b8d160aacfd4bae0fb4822f4ef49d2c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21460,7 +21592,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21469,18 +21601,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config plumbing, while PR #45332 is a much broader end-to-end heterogeneous model support change that also touches modeling, cache, masking, and integrations. They overlap in shared infrastructure, but they are not the same concrete fix/change.", - "confidence": 0.9, + "summary": "These are closely related feature PRs for heterogeneous-model support, but they are not the same change: one is the per-layer config foundation, the other is the broader modeling/runtime integration. I would keep them separate rather than merge as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and the more representative artifact for the heterogeneous-model support work; PR #45333 is a narrower config-only subset.", + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader end-to-end heterogeneous model support and includes downstream runtime/modeling changes, while 45333 is mainly the configuration-layer foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous support stack and subsumes the per-layer config work.", + "best_pr_reason": "PR 45332 is the best PR for the cluster because it is the most complete and central implementation of the heterogeneous feature; 45333 is a narrower prerequisite-style config PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not merge as duplicates: #45333 is only per-layer configuration support, while #45332 extends into runtime/modeling behavior and cache handling. They share files, but they address different scopes and could be merged separately." + "reason": "Related but not duplicates: 45333 adds per-layer configuration plumbing, while 45332 adds broader heterogeneous model/runtime support. They touch overlapping files, but they are distinct layers of the feature and not the same concrete code-path change." } ] }, @@ -21494,7 +21626,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21510,40 +21642,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "6edfd9acb7eec14f8339e83c8dd9c69dd078ec019b3fecac94fe256f3ee70e34", + "prepared_review_unit_hash": "fba873b5889f66a142ec5b2228a9d6777b14287bfc2b3f60aef87c46250fc4f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both typing-related, but they are not the same change. PR 45415 is a broad type-checking sweep across many transformers modules plus pyproject config, while PR 45425 adds internal typing protocols and targeted fixes in a smaller set of files. The overlap is thematic, not a shared concrete bug or patch.", - "confidence": 0.92, + "summary": "These are both typing-related PRs, but they address different work: one is a broad pass adding type checking annotations across many files, while the other adds/adjusts shared typing protocols and helpers for specific code paths. Not a duplicate pair.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change: it introduces shared typing aliases/protocols and updates the affected integration/utilities around those types. PR 45415 is a broad repo-wide typing sweep, not the best canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative of a focused typing-infra change. 45415 is much broader and mixes repo-wide type-checking config with many file edits, so it is less suitable as a canonical representative of a single underlying change.", + "best_pr_reason": "PR 45425 is the best representative because it has a narrower, clearer purpose and a coherent code change centered on typing abstractions. PR 45415 is too broad and mostly a bulk typing cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are about typing, but they target different problems and code paths. 45415 is a broad type-checking pass across many files; 45425 introduces typing protocols and specific annotations/fixes in different modules. They would not plausibly merge into one PR as the same change." + "reason": "Do not merge: 45415 is a large cross-file type-checking sweep, while 45425 adds specific typing protocols/aliases and related fixes. They overlap in theme and a few files, but they are not the same concrete bug/change and would not plausibly be one PR." } ] }, @@ -21557,7 +21689,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21573,7 +21705,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "afed749889bef7fa490c5638f00b40bb869f141270a80e1c2b8db541f635bdaf", + "prepared_review_unit_hash": "1b33d59706995439f8ec5bf7cdee9f68e92b9e54704e339c57f7e135210ceb33", "component_budget": { "node_count": 2, "item_count": 2, @@ -21595,18 +21727,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pull requests for different model families and different cache-forward bugs, so they should not be merged as duplicates.", - "confidence": 0.98, + "summary": "Two unrelated PRs: one fixes Qwen3.5/related linear-attention cached multi-token forward paths, the other fixes Mamba2 cache handling when `seq_len > 1`. They share a broad theme (`use_cache`/cached forward) but not the same concrete bug.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the clearest standalone bug fix: it has an explicit issue target, a single concrete code path, and a narrowly scoped seq_len > 1 cache handling change.", + "canonical_pr_reason": "PR #46084 is the better canonical PR: it has an explicit issue target (#46032) and a focused fix for a specific `use_cache`/`seq_len > 1` path in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the strongest canonical candidate because it is issue-linked and tightly scoped to one specific cache/use_cache bug; PR 45513 is broader and spans multiple model files.", + "best_pr_reason": "PR #46084 is the best representative of the cluster because it is narrowly scoped, clearly bug-driven, and tied to a concrete tracked issue. PR #45513 is broader and spans multiple model files, making it less canonical.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different defects: Qwen3.5 GDN linear attention cached forward vs Mamba2 use_cache with seq_len > 1. They do not look like the same underlying change." + "reason": "Both concern cached forward logic, but they fix different models and different failure modes. The shared theme is too broad to treat as the same underlying change." } ] }, @@ -21620,7 +21752,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21636,12 +21768,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "feca6cc6da2348f89216bab91d64b425d7b66bb2536d6907fbcdf1203de2245b", + "prepared_review_unit_hash": "e1568c3d3652357f444fd2dc41e11c2c69583da21b5da616fee36828c3bb7327", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21649,7 +21781,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21658,18 +21790,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading behavior, but they target different failure modes and code paths: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes EP + FSDP2 where experts get overwritten by rank-0 broadcast. Related area, not the same underlying change.", - "confidence": 0.78, + "summary": "These two PRs are related by expert parallelism, but they address different failure modes: one fixes config/loading under accelerate + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast. They are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative because it addresses the broader and more concrete expert-parallel parameter loading bug, with changes across loading and MoE/tensor-parallel code paths.", + "canonical_pr_reason": "PR #45662 is the better canonical representative for the cluster because it targets a more specific, concrete EP failure mode with multiple code-path changes; PR #45548 is a narrower accelerate/ZeRO-3 loading fix tied to config serialization.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone candidate in this cluster: it targets a specific expert-overwrite bug during distributed loading and has the wider supporting edits needed for that fix.", + "best_pr_reason": "PR #45662 is the strongest standalone PR: it fixes a clearly described expert-overwrite bug in the model-loading path and has broader technical coverage than #45548, which is a narrower serialization/loading compatibility patch.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Same general EP loading area, but the concrete bugs differ: ZeRO-3/accelerate launch vs FSDP2 rank-0 broadcast overwriting experts. They are not clearly the same fix and would not be merged as one PR." + "reason": "Both concern EP, but the bugs differ: #45548 is about preserving distributed_config and enabling EP detection during DeepSpeed ZeRO-3 loading, while #45662 fixes experts being clobbered by rank-0 broadcast in FSDP2. Different root causes and fix paths." } ] }, @@ -21683,7 +21815,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21699,12 +21831,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "f75ef8ce2238695f81766ee047fae45866f123fde1b0beee3987fa81c93f2648", + "prepared_review_unit_hash": "6378210cb6bd9e87d468f7d56c7865a26d48a0ff9132b456d9ae5345b0ccd0b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21712,7 +21844,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21721,18 +21853,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist collision problem around captured_info artifacts in testing_utils. PR 45645 is the broader, more complete supersets-fix, adding CI log handling for multiple captured_info files, while 45639 is the narrower core fix.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist-related captured_info collision in transformers testing utilities; PR 45645 is the broader superset that also updates CI log collection, while 45639 covers the core file-write fix and tests.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe output-file change plus the downstream CI/workflow adjustment needed to consume multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe captured_info fix plus the downstream CI/workflow handling needed to preserve multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall fit for the cluster: it directly fixes the collision bug and also preserves debug log visibility in CI, making it the most complete implementation of the change.", + "best_pr_reason": "PR 45645 is the strongest standalone change: it fixes the artifact collision at the source and updates the workflow to consume the new multi-file output, making it the most complete description of the underlying bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same concrete bug: xdist-safe handling of captured_info artifact writes/reads. 45645 appears to extend 45639 rather than address a different change, so they are plausibly one combined PR." + "reason": "Same underlying bug: xdist causes captured_info collisions from patched testing debug logs. PR 45645 builds on the same code-path fix and could plausibly be merged together with 45639 as one PR." } ] }, @@ -21746,7 +21878,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21765,7 +21897,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "3f3277441e326f9eadb2583daaea251a5e9b794356b5c58c8f5b35a413b181df", + "prepared_review_unit_hash": "9f6e13e6bcd90498a785d41c7d32961c81ec9d888bac10de5dffd72497e71efd", "component_budget": { "node_count": 3, "item_count": 3, @@ -21787,30 +21919,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is an AutoModel registry nudge for glmasr, and the other two add attn_implementation dispatch to different model families (RecurrentGemma vs BLIP-2/InstructBLIP). The latter two are thematically similar but fix different code paths and should remain separate.", - "confidence": 0.96, + "summary": "These are three unrelated Transformers PRs: one AutoModel registration fix for GLM-ASR, one RecurrentGemma attention-dispatch support PR, and one BLIP-2/InstructBLIP attention-dispatch support PR. The latter two are superficially similar but target different model families and code paths, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for duplication here; 46320 and 46401 are parallel feature PRs for different model families, and 45670 is unrelated.", + "canonical_pr_reason": "PR #46401 is the strongest standalone change in the set: it adds attention-dispatch support across a related BLIP-family surface area with tests and docs, making it the most representative PR here even though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "46320 is the closest representative of the cluster\u2019s shared theme (attn_implementation dispatch support), but it is still not a duplicate of 46401 and should not subsume it.", + "best_pr_reason": "PR #46401 is the best overall PR candidate because it has the broadest, most complete implementation footprint (multiple modeling files plus tests/docs) and is more substantial than the narrow AutoModel mapping tweak in #45670 or the single-model RecurrentGemma update in #46320.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: glmasr AutoModel registration vs RecurrentGemma attention-implementation dispatch. No shared concrete code-path bug." + "reason": "Different changes: #45670 only registers GLM-ASR in 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: AutoModel mapping change vs BLIP-2/InstructBLIP dispatch support across multiple files." + "reason": "#45670 is an AutoModel registry update for GLM-ASR, whereas #46401 adds attention-dispatch support for BLIP-2/InstructBLIP models. Same broad Transformers area, but not the same underlying bug or change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both add attn_implementation support, but for different model families and different implementations/tests; they are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Both are attention-dispatch support PRs, but they target different model families and different model implementations. They are not the same concrete code-path fix and would not plausibly be merged into one PR." } ] }, @@ -21824,7 +21956,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21840,40 +21972,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "b8d10fb269ce89c2c2e366065f0898a52664030bdc79ea32df6a2e94a75a4d37", + "prepared_review_unit_hash": "4a9cfef9474b0043f22095042bfd53af4d41224c9817364a801c8d50b660531a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated PRs: one implements a tuple/return_dict behavior fix across model forwards, while the other adds a new modeling linter rule and updates many processors/docs. The shared filenames are incidental overlap in the Transformers codebase, not the same change.", + "summary": "The two pull requests are related only by broad linter/modeling maintenance and a few overlapping Transformer model files, but they implement different rules: PR 45720 adds TRF003 for can_return_tuple/return_dict handling in model forwards, while PR 46259 adds TRF018 for unused do_* preprocessing flags. They are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the more concrete, code-path-specific change: it modifies model forward signatures/behavior to support returning tuples consistently. It is a focused functional fix rather than a broad rule/documentation update.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 45720 targets a partial TRF003 implementation in model forward signatures, while 46259 targets a separate TRF018 preprocessing-flag rule with different affected code paths and documentation.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best representative of the cluster because it has the clearest single bug-fix intent and a narrower, well-defined runtime behavior change. PR 46259 is primarily a new lint rule rollout across many files, which is broader and less like a duplicate of the other PR.", + "best_pr_reason": "PR 46259 is the cleaner standalone representative of its own rule addition, but it is not a duplicate of 45720; the two changes solve different linter problems and should stay separate.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "They address different underlying problems: 45720 fixes forward/tuple return behavior in model code, while 46259 adds a linter/modeling rule about dead boolean flags in image/video processors. Shared files are only broad Transformers model overlap, not the same concrete change." + "reason": "Different underlying changes: TRF003 concerns return_dict/can_return_tuple behavior in model forward methods, whereas TRF018 concerns dead do_* flags in image/video processor preprocess overrides. Shared files are incidental and do not indicate the same fix." } ] }, @@ -21887,7 +22019,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21953,7 +22085,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21969,40 +22101,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "4df70536ec7020173986cb044baae9922667d8ae083a1a77fd2fc8ad02c5da63", + "prepared_review_unit_hash": "a1cd49bfc1509c248066a19c7b28acd0c74a60158b1f22fbb7d7877688300655", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs with superficial title/similarity overlap only. One is a broad do-not-merge testing/workflow change, the other is a test-only migration PR with intentional failing assertions; they do not fix the same concrete problem and should not be deduplicated.", + "summary": "The two pull requests are both test-related at a surface level, but they are not the same underlying change: one is a broad CI/model telemetry-and-mapping PR, the other is a tiny ViT test-mutation PR. I would not merge them as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantial and representative change in the set: it spans CI workflow and multiple model files, whereas PR 46100 is only a local test-file edit with intentional failing assertions.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the more substantive artifact, but it is still just a non-production testing/workflow PR and not a good canonical representative for a duplicate cluster.", + "best_pr_reason": "PR 45932 is the best cluster anchor only because it is the broader, more meaningful PR; PR 46100 is clearly a separate test tweak and not a good representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Not the same underlying change: 45932 alters CI/workflows and model code, while 46100 only edits a single ViT test file with intentional assertion failures. Similarity is superficial, not a mergeable duplicate." + "reason": "Reject: these do not fix the same concrete bug or implement the same change. 45932 alters CI and several model/config files, while 46100 only injects failing assertions into ViT tests; they could not plausibly be merged into one PR as duplicate fixes." } ] }, @@ -22016,7 +22148,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22035,52 +22167,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "ea2153e4be4c69e3010f662ccf2b6bc179c12b5d261fa28c4cfa9c5a0e189cc2", + "prepared_review_unit_hash": "b95598f646de1896bccd8a6e65c1624eafd21d31c8f34494261b02de8357555b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8412, - "estimated_input_tokens": 2103, - "estimated_eval_tokens": 4462 + "serialized_chars": 8394, + "estimated_input_tokens": 2099, + "estimated_eval_tokens": 4454 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8412, - "estimated_input_tokens": 2103, - "estimated_eval_tokens": 4462 + "serialized_chars": 8394, + "estimated_input_tokens": 2099, + "estimated_eval_tokens": 4454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are related to adding SDPA dispatch support, but they target different model families and code paths. They are similar feature rollouts, not duplicates.", - "confidence": 0.94, + "summary": "These are three separate model-specific PRs adding SDPA dispatch support to different architectures (CTRL, T5, wav2vec2-family). They are thematically similar but not the same underlying change and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest implementation, covering multiple speech model variants and their shared dispatch plumbing, so it is the best representative of the cluster.", + "canonical_pr_reason": "No single canonical PR: each PR targets a different model implementation and code path, so they are related feature siblings rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 looks like the most comprehensive candidate for the underlying SDPA-dispatch effort, with the widest scope and strongest chance of serving as the umbrella change for this feature rollout.", + "best_pr_reason": "PR 46196 is the strongest representative of the cluster because it has the broadest model coverage and most extensive implementation/tests for SDPA dispatch among the three.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA support, but CTRL and T5 are different architectures with different attention implementations; these are related feature PRs, not the same concrete fix." + "reason": "Both add SDPA dispatch, but for different model code paths (CTRL vs T5). They are parallel model-specific ports, not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL causal LM dispatch and the audio model dispatch work in 46196 affect different code paths and model families, so they should not be merged as duplicates." + "reason": "Different architectures and different affected files; same feature theme only. They could not plausibly be merged into one duplicate PR without becoming a broad multi-model rollout." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a distinct seq2seq implementation from the speech-model changes in 46196; same theme, but not the same underlying change." + "reason": "Both concern SDPA dispatch support, but the implementations are for unrelated model families and separate code paths, so this is not a duplicate change." } ] }, @@ -22094,7 +22226,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22110,7 +22242,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e379ac31530034908d0be4e12ed5b79f5fe90e83779b662572abafc223855f25", + "prepared_review_unit_hash": "4d16b5f502a072dbc01253675093274a82b43e8d7e0de7209b7348cdc78b823c", "component_budget": { "node_count": 2, "item_count": 2, @@ -22132,18 +22264,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap in distributed files, but they are not the same change: #46126 is a focused EP/Trainer integration patch, while #46269 is a much broader distributed-branch base touching many unrelated areas. I would not merge them as duplicates.", + "summary": "The two PRs overlap in a few distributed files, but they are not the same change: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base touching many unrelated areas. The soft duplicate edge should be rejected.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader umbrella PR for the distributed branch and includes the shared distributed code areas, so it is the best representative artifact for this cluster.", + "canonical_pr_reason": "#46126 is the more focused, concrete PR: it introduces RouterParallel and related EP/Trainer integration work. #46269 is a much broader distributed branch base spanning many subsystems and is not a good canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the more central/representative PR because it spans the distributed branch base; #46126 is a narrower EP integration change and does not appear to be the same concrete fix.", + "best_pr_reason": "#46126 is the best PR in this set because it has a narrower, well-defined code-path change and is easier to reason about as a single fix/change. #46269 is too broad and heterogeneous to serve as the best representative.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames alone are not enough: #46126 adds EP routing and Trainer integration, while #46269 is a broad distributed base with many additional unrelated modifications. They do not look like the same underlying fix and would not plausibly be merged into one PR." + "reason": "Shared filenames are only superficial overlap in distributed code; the titles, scope, and file sets show different goals. #46126 is a specific EP+Trainer integration patch, while #46269 is a broad distributed branch base, so they are not the same underlying change." } ] }, @@ -22157,7 +22289,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22165,150 +22297,224 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46138-6", + "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: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:46138|pull_request:46503", - "pull_request:46138|pull_request:46501", - "pull_request:46138|pull_request:46502", "pull_request:46432|pull_request:46503", "pull_request:46432|pull_request:46501", "pull_request:46432|pull_request:46502", - "pull_request:46432|pull_request:46504", + "pull_request: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:46503|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": "cc4dd1734bd47b461a9898995de196ffaf5fe23ca4d54c809631d8ca451db64e", + "prepared_review_unit_hash": "775d8157194c9575dff43a017d9d3448ddf7dc4951b1448c116768a0beca0220", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 15, - "serialized_chars": 14224, - "estimated_input_tokens": 3556, - "estimated_eval_tokens": 7368 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23352, + "estimated_input_tokens": 5838, + "estimated_eval_tokens": 11932 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 15, - "serialized_chars": 14224, - "estimated_input_tokens": 3556, - "estimated_eval_tokens": 7368 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23352, + "estimated_input_tokens": 5838, + "estimated_eval_tokens": 11932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All six PRs are small workflow-only maintenance changes, but they target different GitHub Actions files and different concrete behaviors, so this cluster is similarity-only rather than true duplicates.", - "confidence": 0.96, + "summary": "These are small workflow-maintenance PRs, but they split into distinct changes across different workflows or different fixes within the same workflow file. I don\u2019t see any true duplicate pairs, including the three pr-ci-security-gate edits, which address different code-paths/permissions/checks.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR fixes a different workflow path or security/trigger behavior, so none can represent the others as a duplicate.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is globally best for duplicate triage; they are separate, self-contained workflow changes with different underlying problems.", + "best_pr_reason": "PR 46554 is the most substantive single change in the set (adds checkout plus workflow/CI change detection), so it is the strongest representative PR if one is needed, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", - "right": "pull_request:46504", + "right": "pull_request:46554", "accept": false, - "reason": "Both touch shell invocation in workflows, but one passes PR text via stdin to a script and the other changes commit-message grep handling; different workflows and different bugs." + "reason": "Different workflow files and different automation changes; no shared underlying bug/change." }, { "left": "pull_request:46138", - "right": "pull_request:46432", + "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and problems: self-comment CI input handling vs SSH runner hardening and token sanitation." + "reason": "Different workflow files and unrelated CI behavior changes." }, { "left": "pull_request:46138", - "right": "pull_request:46503", + "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes: stdin handling for a comment-processing script versus adding workflow_dispatch to benchmark scheduling." + "reason": "Different workflow files; one updates self-comment CI, the other changes PR security gating." }, { "left": "pull_request:46138", - "right": "pull_request:46501", + "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes: comment parsing in self-comment CI versus permission scoping in anti-slop." + "reason": "Unrelated workflow edits in different files; both are just maintenance-style YAML tweaks." }, { "left": "pull_request:46138", - "right": "pull_request:46502", + "right": "pull_request:46432", "accept": false, - "reason": "Different code paths: one updates a comment-processing workflow, the other changes checkout ref behavior in assign-reviewers." + "reason": "Different workflows and different fixes; no same code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner security/pinning changes are unrelated to benchmark workflow trigger expansion." + "reason": "SSH runner hardening vs benchmark workflow trigger change; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "One hardens SSH runner secrets and download integrity; the other adjusts anti-slop job permissions." + "reason": "Different workflow files and different security/permission concerns." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow concerns: environment sanitization in SSH runner versus checking out the base ref for reviewer assignment." + "reason": "SSH runner update vs reviewer-assignment checkout ref change; unrelated." }, { "left": "pull_request:46432", - "right": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; no common underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", "accept": false, - "reason": "Different underlying issues: SSH runner token/security handling versus safe commit-message parsing in build-ci-docker-images." + "reason": "Different workflows and unrelated changes to PR security gating." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but one is permission scoping and the other is a trigger condition change; not the same change." + "reason": "Different workflow files with unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and symptoms: anti-slop permissions versus assign-reviewers checkout target." + "reason": "Same broad GitHub Actions area, but different workflows and distinct fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permission change in anti-slop is unrelated to shell-safe commit-message handling in build-ci-docker-images." + "reason": "Unrelated workflow changes; no shared bug or code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general repo area, but different workflow file and different behavior change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Checkout base ref for reviewer assignment is unrelated to enabling benchmark workflow_dispatch." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout behavior and build-ci commit-message parsing are different code paths and bugs." + "reason": "Different workflows; one changes checkout behavior, the other changes shell input handling." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated CI logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger expansion is not the same underlying problem as safer COMMIT_MESSAGE parsing in build-ci-docker-images." + "reason": "Benchmark trigger change vs build-image message parsing; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different CI concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes; not mergeable as one change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: one adds security checks, the other changes permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one implements local diff-based gating and the other swaps to a reusable workflow call; different underlying changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but unrelated PR-security-gate modifications with different purposes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated CI behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening vs PR security gate reuse; unrelated." } ] }, @@ -22322,7 +22528,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22338,12 +22544,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "aceb4deb67f6d2a3178a1037b83d2875daef735e0ef587bd09b8b5d1d401a6cf", + "prepared_review_unit_hash": "af59ed678a94cb16ac6bd922d371fb3c58583043eb32c6ce23bf6b334c06d2db", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22351,7 +22557,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22360,18 +22566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs that both modernize source-reading, but they fix different code paths in different modules, so they are not duplicates.", - "confidence": 0.91, + "summary": "The two PRs share a broad theme of replacing file-open source inspection, but they target different code paths and different bugs in different modules, so they should not be clustered as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46207 is the more canonical PR because it targets a specific source-reading check in `_can_set_attn_implementation`, includes a concrete behavioral fix, and is backed by tests.", + "canonical_pr_reason": "PR #46207 is the more concrete and localized fix: it updates `_can_set_attn_implementation` in `modeling_utils.py` to use `inspect.getsource` instead of opening source files directly.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46207 is the best representative of the cluster: it is a narrowly scoped, concrete bug fix in the actual code path being changed, whereas pull_request:46152 is a different utility-level change in another module.", + "best_pr_reason": "PR #46207 is the best representative of the cluster because it has the clearest, self-contained change and directly addresses a specific source-reading heuristic in model utilities.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both reduce reliance on `open()` for reading source, but they touch different files and different mechanisms (`import_utils` traversable resolution vs `modeling_utils` inspect-based source lookup). They do not look like the same underlying bug and would not plausibly merge into one PR." + "reason": "Both concern source-file inspection, but they fix different implementations in different files (`import_utils.py` vs `modeling_utils.py`) and do not appear to be the same underlying bug or mergeable into one PR." } ] }, @@ -22385,7 +22591,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22403,7 +22609,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "b41e13f2ce63846115f21f5edd52f783f18c77a3265aed3c26edd86e83e49cbe", + "prepared_review_unit_hash": "93920a13b7c50e65ecfa1393f32d115c8c07a24f47ba023581783150ec16eb85", "component_budget": { "node_count": 3, "item_count": 3, @@ -22425,30 +22631,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are duplicates of the same StaticLayer type-hint fix in cache_utils; the generation cache-length PR is a different change and should remain separate.", + "summary": "Two PRs are exact duplicates of the StaticLayer.get_seq_length type-hint fix; a third PR is a separate generation cache-length behavior change and should not be merged with them.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46173 is the best canonical representative: it is the earlier, explicit fix for the StaticLayer.get_seq_length annotation, directly links the target issue, and its diff matches the later duplicate almost exactly.", + "canonical_pr_reason": "PR 46173 is the earlier and more-discussed instance of the exact same cache_utils type-hint change, so it is the best canonical representative among the duplicate PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46173 is the clearest cluster anchor because it directly addresses the underlying bug, has the issue link, and its patch is the same as the later duplicate PR.", + "best_pr_reason": "PR 46173 is the strongest representative because it has the same diff as 46474, targets the same issue (#45987), and has more discussion/review activity.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different fixes: 46436 updates static cache max-length handling in generation/utils, while 46474 only changes the StaticLayer.get_seq_length type annotation in cache_utils. They touch different code paths and are not mergeable as one PR." + "reason": "Different fixes: 46436 changes static cache max_len selection in generation/utils, while 46474 only adjusts get_seq_length type annotations in cache_utils. They do not address the same concrete bug." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both modify StaticLayer.get_seq_length in src/transformers/cache_utils.py to widen the return type to int | torch.Tensor, with nearly identical diffs and the same issue target." + "reason": "Same underlying change: both make the StaticLayer.get_seq_length return type annotation accept int | torch.Tensor in cache_utils for issue #45987, with effectively identical diffs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary and pairwise verdicts are grounded in the packet. PR 46173 and PR 46474 share the same issue target, same file, and effectively the same diff, so treating them as duplicates is conservative. PR 46436 changes a different code path in generation/utils, so rejecting that pair as a single-PR merge is also conservative." + "feedback": "The summary is grounded in the packet. PRs 46173 and 46474 have effectively identical diffs in src/transformers/cache_utils.py, share issue #45987, and are a conservative duplicate match. PR 46436 is a different change in src/transformers/generation/utils.py with no shared files/targets, so rejecting that pair is appropriate. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -22459,7 +22665,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22522,7 +22728,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22538,12 +22744,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "4631927ae45073300c60dec3c9a3fe2b37c4eadea2626b526d66019bf629c628", + "prepared_review_unit_hash": "b55f091257a621a03a9d83e6c99a932717a94c6b19f37f914b66472aa2f6ed32", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4786, + "serialized_chars": 4787, "estimated_input_tokens": 1197, "estimated_eval_tokens": 2650 }, @@ -22551,7 +22757,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4786, + "serialized_chars": 4787, "estimated_input_tokens": 1197, "estimated_eval_tokens": 2650 }, @@ -22560,18 +22766,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window right-boundary bug (changing `< right_window_size` to `<= right_window_size`) against the same target issue; 46546 is the stronger PR because it includes the test file as well.", - "confidence": 0.98, + "summary": "Both pull requests fix the same Moonshine streaming sliding-window right-boundary off-by-one bug by changing `< right_window_size` to `<= right_window_size` in the same code paths; 46546 is the more complete patch because it also adds tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical representative: it contains the same code fix as 46310 plus a test file, and is the later, more complete patch for the same issue target.", + "canonical_pr_reason": "PR 46546 is the best canonical PR because it makes the same fix as 46310 but also includes test coverage, so it is the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 best captures the underlying change because it fixes the boundary condition in both model implementations and adds tests, making it the most complete solution for the bug.", + "best_pr_reason": "PR 46546 is the best overall PR candidate since it directly addresses the concrete boundary bug and is the more polished fix with tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete bug fix in the same code path: both change the Moonshine streaming right-window boundary from `<` to `<=` in the mask function and target the same issue; 46546 just adds tests." + "reason": "They fix the same concrete off-by-one boundary bug in Moonshine streaming right-window masking, touch the same files, and are plausibly mergeable into one PR." } ] }, @@ -22585,7 +22791,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 37, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22601,7 +22807,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "800eea6dd585393407451970d4c599ff2a7c59ee558a66da70edb03d7f9b6e91", + "prepared_review_unit_hash": "8a7a2a4fbc255b17d39e5d195c5b9a47741122052228a7bf62d036fcf6289b9e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22623,81 +22829,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support in generation internals, while the other adds a new HunYuan VL model package, docs, auto-mapping, and tests. They do not target the same bug or change set.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, the other adds the HunYuan VL model package/docs/tests. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better representative because it is a self-contained model addition with clear scope and no signs of being a draft work-in-progress, whereas PR 46376 is a draft infrastructure feature.", + "canonical_pr_reason": "No canonical PR: the PRs target different problems and codepaths (continuous batching runtime vs. a new model implementation).", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the most canonical item in the cluster due to its complete, identifiable feature area (new model integration) and broader artifact set, making it the cleaner representative despite the cluster not containing duplicates.", + "best_pr_reason": "If forced to pick one representative, PR 46417 is the more self-contained feature PR because it includes the model, processor, docs, and tests in one coherent change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: 46376 modifies continuous batching/runtime cache and scheduler logic for multimodal support, while 46417 adds a HunYuan VL model implementation, docs, mappings, and tests. No shared concrete code-path problem." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 37, - "component_count": 37, - "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-46548-2", - "nodes": [ - "pull_request:46548", - "pull_request:46549" - ], - "soft_pairs": [ - "pull_request:46548|pull_request:46549" - ], - "prepared_review_unit_hash": "e399786fd10c2d4ec2be499c9df3797fecad51064bf8173fd226cf580275665e", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4099, - "estimated_input_tokens": 1025, - "estimated_eval_tokens": 2306 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4099, - "estimated_input_tokens": 1025, - "estimated_eval_tokens": 2306 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two open PRs are effectively duplicates: same title, same README.md-only diff, and near-identical metadata. They should be triaged as one change, with the older PR as canonical.", - "confidence": 0.99, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46548 is the better canonical PR because it was created slightly earlier and is indistinguishable from PR 46549 in title, scope, and diff.", - "best_issue_reason": null, - "best_pr_reason": "PR 46548 is the best representative of the cluster: it has the same concrete README formatting edit as PR 46549 and is marginally earlier, making it the cleaner canonical choice.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46548", - "right": "pull_request:46549", - "accept": true, - "reason": "Exact same title and same README.md diff preview; both appear to propose the same documentation-only formatting change and could be merged into one PR." + "reason": "Different underlying changes and codepaths: 46376 is multimodal continuous-batching infrastructure, while 46417 adds a new HunYuan VL model and its support files. They are not mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ee462128b7619dbc03bab1fd6400664ecd443c27..027f6dc67a3acc281b65ee535d210952d6737ddc 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260611t060033z", + "analysis_id": "hybrid-model-20260611t120117z", "archived_artifacts": { - "hybrid": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260611T060033Z/analysis-runs/hybrid-model-20260611t060033z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-11T06:04:34Z", + "published_at": "2026-06-11T12:11:27Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260611T060033Z", + "snapshot_id": "20260611T120117Z", "variant": "hybrid" } diff --git a/snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.json b/snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..e4af8fbd976a4c93f1428ec1ad036fcef69fdac6 --- /dev/null +++ b/snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.json @@ -0,0 +1,2252 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260611T120117Z", + "generated_at": "2026-06-11T12:11:26Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": 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}, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and GPT-OSS MoE TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save/load mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save discrepancy are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask-shape indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures with different error signatures and model setups." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3_5MoeTextRotaryEmbedding-related, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing error is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and symptoms; no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are not the same issue." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 expensive reverse embedding lookup vs Qwen3.5 video chat template mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different Qwen/GPT-OSS failures with no evidence of a shared fix." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility class and are plausibly one version-skew fix." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same model family, but device mismatch and reverse embedding lookup are different forward-path bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed features." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/MoE issues on different hardware backends." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT trainer failure and MPS histogram op error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation is unrelated to autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer kwarg mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy bug and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and Sam3Model weights-not-loaded are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and TRL SFT embedding unpacking are distinct failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading bug during model initialization, just on a different model." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing failure and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention compatibility, but the affected stacks and breakage are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly identifies the ZeRO-3 index-out-of-bounds cluster (43596/43638/41762) and the torch 2.4.1 compatibility pair (45800/46515), while the rejected soft-edge pairs are mostly supported by distinct titles/symptoms. I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "5c9d2219e280a4ffc41e08ffe5b9cbd3a2b6e11d0a68510e9a7af7edc671972b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39732, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with only two convincing duplicate families: a ZeRO-3 load-time index-out-of-bounds issue and a v5 AutoTokenizer wrong-token-IDs regression. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the strongest representative of the only clear recurring bug family here: a broad v5 AutoTokenizer regression producing wrong token IDs across multiple model families, with issue:45812 as a narrower Granite-only instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue candidate because it is open, broader in scope than 45812, and captures the shared tokenizer regression theme more completely than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both are generic transformer-version breakages, but they describe different failures and different affected layers (vLLM model loading vs USE_DISTRIBUTED=0 / torch support)." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3/0-sized tensor style load-time index-out-of-bounds failure; different models, but the underlying bug appears to be the same loading code path." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different symptoms and subsystems: Gemma3TextConfig/vLLM attribute access versus Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed/USE_DISTRIBUTED compatibility issue." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both touch docs/behavior changes, but one is a pipeline doc mismatch and the other is a removed run command mention; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen3.5-related inputs, but one is a device-mismatch forward error and the other is a video/chat-template feature mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: AMD GPU support for GPT-OSS versus table-question-answering crashes." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration do not share a code path." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to documentation example issues." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code regression and USE_DISTRIBUTED=0 compatibility are different breakages." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v4\u2192v5 wrong-token-IDs regression; 45920 is the broader umbrella report and 45812 is a narrower Granite-only manifestation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are both load issues but not the same defect." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is distinct from the torch/distributed compatibility issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to RAG documentation examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a Gemma3TextConfig attribute error and the other is a Qwen3-MoE model issue; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and the ZeRO-3 size-0 BertModel failure are different root causes." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper can't run and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unable to load a GLM-4.7 Flash model in tests versus a corrupted Ovis2 checkpoint; no shared underlying bug is evident." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig field regression are different compatibility problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve version/compatibility pain, but one is a ZeRO-3 index error and the other is torch 2.4.1 with transformers 5.8.0; not the same defect." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA task crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both concern Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; insufficient evidence of the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to table QA crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3TextConfig/vLLM attribute error and Gemma4 device-mismatch are different model/setup failures." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram integer support error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are mixed-precision/tracing related, but the grouped_mm tracing error and autocast dtype mismatch are not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3TextConfig sliding_window attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device-mismatch are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask indexing mismatch and the ZeRO-3 zero-size load failure do not appear to be the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are unrelated model support issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic field regression are different config breakages." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking with trl SFT trainer are not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights translation-model regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS MoE TP-only failure are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly identifies the two clear recurring families (Zero-3 load-time index errors and the v5 AutoTokenizer wrong-token-IDs regression), and it does not overreach beyond the evidence. The soft-edge calls are generally conservative, and there are no PR pairs to evaluate." + }, + "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": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "014fa15fc17a63143dab2a3d6c6ab861131e04e7c52f5a5cdb65204da0eac1fb", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer/model regression reports that were only loosely grouped by embedding similarity. The only clear duplicate pair is the non-persistent buffer regression in v5: issue 43950 and issue 44534.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the shared bug: it precisely describes the v5 regression where `register_buffer(persistent=False)` data gets corrupted on load. It is more specific than 44534 while covering the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best canonical issue because it names the concrete failure mode, version scope, and root symptom more clearly than the other duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: one is an `init_empty_weights`/`_is_hf_initialized` argument error, the other is a `PretrainedConfig` pydantic-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Both involve gpt-oss/Qwen-related runtime behavior, but one is GGUF architecture support and the other is streaming chat/completions on Qwen3.5; not the same code-path." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` handling is unrelated to the `PretrainedConfig` pydantic regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are broad compatibility complaints, but one is about remote-code model breakage and the other is a torch/transformers version mismatch; too different to merge as duplicates." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input issues, but one is an image preprocessor dtype mismatch and the other is a video feature/token count mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: torch dynamo/grouped_mm tracing vs missing Float8 storage lookup." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video inputs, but the affected models and failure modes differ; one is a v5.3.0 regression across several VL models, the other is a Qwen3.5 chat-template mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index-out-of-bounds style errors under sharded loading, but the exact conditions and failure signatures differ enough that they do not look like the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a text-embedding quality regression and the other is an AutoModel/pipeline output bug; different symptoms and likely different fixes." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different composite-model problems: one is `from_config` unwrapping of `text_config`, the other is uninitialized rotary embedding memory after `to_empty(cuda)`." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different training-time errors: FSDP `weight` dimensionality vs TRL SFT input-embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessing dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking in TRL." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model/perplexity reports with no shared code-path or symptom." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-module loading, but one is a cache-path collision for local models and the other is wrong module selection after save/load; not clearly the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 `lm_head` tying bug and the other is a broader translation-model v5 report; too broad to treat as one duplicate." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is unrelated to a docs typo about a removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but one is a broad `input_ids`/`inputs_embeds` XOR bug and the other is a T5 decoder-input validation message; not the same concrete bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families (DeepSeek-Coder vs CodeLlama) and different round-trip behavior." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL/Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed CLI run-command doc issue are not duplicates." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared failing code-path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same v5 regression where non-persistent buffers are loaded with junk/corrupted values; one is the detailed repro, the other the concise summary." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a documentation example error and the other is a quality/regression complaint about text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "One is a non-persistent buffer corruption regression; the other is a separate complaint about custom models in Jupyter notebooks." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in `compute_loss` and a ZeRO-3 index error are unrelated failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only clearly supported duplicate pair in the packet is issue 43950 and issue 44534, and the summary correctly avoids overstating the weaker soft matches. The canonical issue choice is well supported by the titles and framing." + }, + "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": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399" + ], + "prepared_review_unit_hash": "f6c0e30b25fb87461d018a83d98901f55b3d996ee00dec3316a7cf048250f979", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37914, + "estimated_input_tokens": 9479, + "estimated_eval_tokens": 19214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but the densest theme is Transformers v5 loading/tokenization regressions. The soft edges mostly connect adjacent symptoms in the same broad area rather than the same underlying bug, so I reject them all.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures the general v5 regression class around remote_code/model loading failures, which is the closest thing to a cluster-wide anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most actionable representative of the tokenizer-regression subcluster: it is concrete, multi-model, and clearly states a widespread v5 token-ID regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 3D position_ids/SDPA fallback and BF16 collapse." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are backend incompatibilities, but one is bitsandbytes Int8Params init and the other is a missing Float8 storage type; different code paths." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model wrong-token-ID issue while 46489 is a DeepSeek-Coder v1-specific detokenization gap tied to PR #44801." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption vs log noise on loading; no shared underlying defect." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and tokenization-version behavior are unrelated symptoms." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve model materialization/loading, but one is silent non-persistent buffer corruption and the other is uninitialized rotary embedding memory after meta\u2192to_empty(cuda); different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but different reported failure modes: zero probabilities vs worse text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a flash-attn crash from misread 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA ineffectiveness is a different problem from int4 quantization increasing reserved CUDA memory and causing OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe rotary embedding initialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 quality regression vs HF/JAX implementation discrepancy are related at a high level, but not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary loading noise is not the same as inability to load ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and early-stopping metric resolution are unrelated training-time problems." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 import_utils flash_attn KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise vs a concrete model load failure; not a duplicate." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/memory, but they are different mechanisms and model families." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "43643 is a specific AutoConfig trust_remote_code field-loss bug; 45020 is a broader remote_code regression umbrella, not the same concrete failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FineGrainedFP8 failure are unrelated model/runtime bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op failure in MoE and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 loading are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and Molmo missing all_tied_weights_keys are different model-specific problems." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code regression and Gemma4 device-map forward mismatch are different failure classes." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name failure in add-new-model-like is not the same as remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn2 fallback blocking 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": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489", + "issue:46515" + ], + "soft_pairs": [ + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43638|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834" + ], + "prepared_review_unit_hash": "beb343bbb7497e3d03d52453a1b1be484b87e3617d0aee0f75f8064bb6bdc92c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose topical cluster of issue-like reports; only a few pairs look like true duplicates (docs pipeline removal, _is_hf_initialized/init_empty_weights, and the mask/tensor shape mismatch). The rest share broad subsystem or model-family similarity but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44805 is the most generic and later report of the recurring mask/tensor shape mismatch, so it is the best duplicate target among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "It states a model-agnostic failure mode clearly and broadly enough to subsume the earlier variant report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in the DeepSeek family, but they describe different tokenizer-path failures and are not clearly the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: pipeline task references removed in v5 and need the same documentation cleanup." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an lm_head tying bug in Mistral3, the other is a from_pretrained buffer regression; different code paths and symptoms." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying _is_hf_initialized/init_empty_weights incompatibility causing the TypeError during model loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config issue versus bitsandbytes Int8Params argument mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper audio loading, but the titles point to different failing functions and no shared concrete bug is evident." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a LoRA ineffectiveness report and the other is a missing model flag on a trust_remote_code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg versus mask/tensor shape IndexError are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both touch DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different bugs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer issues on different models; one is a bad error message, the other is a load failure." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen-family ZeRO-3 loading problems, but the affected model variants and failure descriptions differ enough that they do not clearly share one code-path bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated model-loading failures for GLM-4.7-Flash versus NemotronH checkpoints." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "A Qwen3.5 RLHF/SDPA numerical issue is not the same as the flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same shape-mismatch IndexError pattern; 44805 is the broader later report of the same mask/tensor length bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression and the other is a specific StopIteration in embedding handling." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/load problems for different models; no shared underlying bug is clear." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different checkpoint-loading failures in unrelated model families." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight-dimension error versus void segmentation-map preprocessing error are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3 init index error and torch version incompatibility are different issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Same rejection as the other Zero3/torch-version pair: different bug classes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen variants, but one is a video rope-index bug and the other is an uninitialized-memory issue after to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/gpt-oss feature requests or bugs; not the same concrete change." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is an FSDP2 shared_kv_states bug and the other is a device-mapping mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image preprocessing dtype mismatch is unrelated to the Qwen3-vl-embedding video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription handling are different problems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and missing Float8 storage are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs in different model components; only superficial Qwen family similarity." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Duplicate of the earlier rejection: unrelated model-support versus storage-type error." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared code-path indicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is conservative overall. The three accepted soft-edge pairs are well supported by the titles, and the remaining pairs are mostly rejected without overclaiming. The canonical issue choice around issue:44805 is also reasonable based on the repeated mask/tensor shape mismatch wording." + }, + "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": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:46459|issue:46512", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "deff9612c69109a9d51c5ac75979e8d953f5eaeddbfeaafc466054b9f6096e50", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37650, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed Transformers v5 regression cluster, with only a few true duplicate/near-duplicate pairs: SigLIP2 output/mismatch reports, custom model init in notebooks, non-persistent buffer junk, and one pair of similar BERT loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the clearest concrete regression with a direct near-duplicate (44534) and a narrow, well-defined failure mode, making it a good anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue to keep because it is specific, reproducible, and has the strongest duplicate signal among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different code paths: compiled flex_attention vs a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failures: Qwen3-VL video StopIteration vs an MPS histogram/int limitation in moe code." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but they involve different models and distinct failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device model loading are separate bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression in Transformers v5; the notebook wording is just an environment-specific variant." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different mechanisms: torch.compile SDPA vs flash-attention position_ids handling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen, but the reported failures are different code paths and symptoms." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: running a script vs adding GGUF support for a new architecture." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-mismatch during forward and a torch-version incompatibility are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping logic and Gemma4 device placement are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: a Qwen3-VL video/embedding problem vs a generic mask/index shape error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output regression; both describe incorrect inference results for the same model family." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The _is_hf_initialized flag regression and a Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but they target different models and different validation paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 zero-sized tensors and tokenizer-mapping behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert zero3 init IndexError is not the same as the tokenizer-mapping issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different problems: tokenizer mapping vs tensor/mask shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload/dequantized-model loading and Strix Halo mmap OOM are separate memory/loading issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": true, + "reason": "Same SigLIP2 family regression; the docs-example mismatch looks like another manifestation of the same broken model/processor path." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical non-persistent-buffer junk regression; the titles describe the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility for qwen3_moe and BitNet packed-weight loading are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3Moe FP8 failure are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure and mmap OOM are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is ignored loading dtype and the other is stale config metadata after from_config." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Very similar loading regression reports for related BERT models; both say the current/latest version cannot load them." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings are different bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are unrelated model-specific issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-key regression are different operations and bugs." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and the Nemotron example breakage are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "The buffer-junk regression is distinct from the notebook-specific custom-model initialization breakage." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 inference regression; the docs example and nonsensical outputs appear to stem from the same model/processor mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is well supported by the clearly duplicated non-persistent-buffer reports, and the accepted soft-edge pairs are framed as same-family or near-duplicate regressions rather than exact matches. No clear overstatement stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:36010|issue:39404", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "4af1c15e26d0677baebaaa3f4db59c8b60a1d25ad2e6a6f34034170b3ef0352f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "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": "This cluster is mostly heterogeneous: the soft pairs span unrelated bugs across loading, quantization, checkpointing, tokenizer, and model-specific regressions. The only near-duplicate signal I see is the resize_token_embeddings/output_embeddings reports, where one issue is a generic statement and one is a specific Gemma4 manifestation.", + "confidence": 0.52, + "canonical_issue_reason": "Issue #45292 is the most general description of the resize_token_embeddings regression, making it the best umbrella issue among the close matches.", + "canonical_pr_reason": null, + "best_issue_reason": "#45292 is the cleanest representative because it states the core symptom without model-specific noise, so it best anchors the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: MoE training memory usage vs quantization/offload behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training-step resume math vs optimizer argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures and different models; no shared code-path indicated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training and the other is int4 CUDA reserved memory in Transformers 5.x." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different loading paths and symptoms: MoE weights conversion under accelerate/deepspeed vs GLM-4.7 test loading." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x vs hf5.x incompatibility is unrelated to resize_token_embeddings/output_embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Distinct issues: LoRA compatibility regression vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model save/load, but the models and failure modes are different and not clearly the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id mapping." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components: transformers chat crash vs serve crash in Gemma4Processor." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different load/save bugs: extra_state handling vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same symptom family, but different model families and nested embedding targets; not enough evidence of one underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers and tensors." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different model implementations and likely need separate fixes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "No meaningful overlap beyond generic version/loading incompatibility." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/vocab loading complaints, but they point to different models and likely different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to GLM5 model loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT bug is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are different underlying problems." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and failures: FSDP2 shared_kv_states vs composite Qwen config unwrapping." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to mmap OOM avoidance." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma subsystems and distinct failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "int4 CUDA reserved memory OOM is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Model-load type error and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading breakage is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state rebuild." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Different gradient-checkpointing failures: PEFT LoRA ineffective vs eval-mode disallowed." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and official example breakage are related only by model name, not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings regression; #45292 is the generic form and #45276 is a model-specific manifestation." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram Int error is unrelated to Nemotron example loading." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly supported near-duplicate is issue:45276 with issue:45292, where the latter is the more generic resize_token_embeddings/output_embeddings report. The other soft pairs are reasonably rejected as different bugs based on their titles, and no PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "ab82a61c10ffdc7ab4d73514c0d088aa3db4fd94027091ae8c120f59d18b2698", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are separate model/tokenizer/loading regressions rather than true duplicates. The only clear same-bug pair is the resize_token_embeddings propagation issue: 45292 and its T5Gemma-specific report 45335.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the broadest, clearest statement of the resize_token_embeddings bug and cleanly subsumes the model-specific reproduction in issue:45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it describes the underlying bug generally, while 45335 is a narrower variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: one is a video-input behavior change for Qwen VL models, the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model loading, but they are different models and failure modes: unit-test loading of GLM-4.7 vs a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing in eval mode vs RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load custom-model workflows, but one is about file permissions during save_pretrained and the other about loading the wrong custom module after saving." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizers, but the first is a BPE-marker handling bug and the second is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention sink-less handling vs Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve custom-model workflows, but one is notebook initialization and the other is save/from_pretrained extra_state handling; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings not propagating correctly to output embeddings, with 45335 being a T5Gemma-specific manifestation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are device/dtype-related loading problems, but they occur under different triggers (autocast vs meta device) and appear to be distinct bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad to merge with a specific autocast dtype mismatch bug; different failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but one is vocab-size/token mismatch and the other is a separate ScandiBERT loading regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Completely different problems: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Same subsystem but different impact: incorrect token IDs vs performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: performance slowdown on added tokens vs leading-space round-trip correctness on CodeLlama." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/pipeline behavior, but the Whisper pipeline issue and a generic version-changes-tokenization report are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are about custom models, but one is base_model_prefix loading and the other is custom model initialization in notebooks; different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch incompatibility and device-mapping mismatch are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Different regressions: a Torch compatibility problem vs an image preprocessor/model dtype mismatch in Mistral-3." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different low-level errors: PagedAttentionCache invalid group type vs compile non-template-nodes TypeError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction of an older issue and the Qwen3.5 PagedAttentionCache crash are not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different areas and triggers: torch.export/torch_compilable_check vs Perceiver interpolation failure." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying code path; one is a storage-object lookup failure and the other is a compile-time node-type error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is stale TextClassificationPipeline docs and the other is removed pipeline-task docs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "TensorFlow/Torch compatibility is unrelated to the Qwen3.5 embedding unpacking issue." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Different problems: Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model-specific inference quality issue vs ModelOutput key assignment bug; distinct layers of the stack." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file/from_pretrained loading breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The rejected soft pairs are mostly clearly different bugs by title, and the accepted 45292/45335 pair is a plausible same-bug / narrower-variant match around resize_token_embeddings propagation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43906", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44488|issue:45081", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:44737|issue:45859", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:43582|issue:43632", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:42915|issue:44530", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "c037b7900d6423dccba749b6690dc79f7da614f16aad45013665265084e616d1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers v5 regressions, especially model/tokenizer loading and initialization bugs. I did not find any soft pair that looks like a safe duplicate merge candidate.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest, most representative v5 regression in the set, covering custom model initialization rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is broad and central to the v5 initialization regressions, even though it is not a duplicate of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a MoE loading regression and the other is a specific weight-shape mismatch; not clearly the same concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms: CamemBERT masked-LM prediction regression vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage and mistral_common continue_final_message behavior are unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a tokenizer chat-template bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init indexing error and compiled flex_attention failures are unrelated runtime problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both involve save/load or config handling, but extra_state persistence and text_config unwrapping are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading issues, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "One is Qwen3 MoE training memory inefficiency; the other is mmap OOM on Strix Halo hardware." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and a video-input regression in Qwen VL models are not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are separate model bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Two different tokenizer-loading regressions for different repositories; no shared concrete code-path is evident." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping-name edge case and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer repository loading issues for different models; too little evidence they share one bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions around model loading/initialization, but base_model_prefix handling and non-persistent buffer junk are distinct failures." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding CPU-offload compatibility are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 and a template compilation TypeError do not appear to share a code path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-structure/loading regressions in v5, but CLIP text model structure inconsistency and Sam3 text encoder weights not loading are different problems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token name conflict and Qwen3MoE FP8 config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache invalid group type on Qwen3.5 are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading regressions, but they affect different models with no clear shared failure mode." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and non-template-node compilation failure are different compiler errors." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in a torch-only install and an unmapped tensorflow_text backend error are related only at a very high level, not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token count tracking and Qwen2.5-VL iterable multi-image finetuning are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FP8 training failure and Qwen3.5 PagedAttentionCache crash are different Qwen-family issues with different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init regressions, but the former is about non-persistent buffer contents and the latter is a broader custom initialization failure; not enough evidence they are the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46326" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue: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:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:43322|issue:43540", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:43089|issue:45987", + "issue:42915|issue:44291", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "bcbde2544c53fdfc9b6283939f27f379662c1340f4cea9552a19eaa9a970d423", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37691, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports; the only clear duplicate-like edge is the Qwen3.5 save_pretrained regression pair (45216/45357). The rest share broad subsystems at most, but not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the broader original regression report for Qwen3.5 checkpoint saving; issue:45357 is a narrower later symptom of the same save_pretrained serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative issue because it states the underlying regression most generally and predates the follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/frontend failures, but one is an unsupported center arg in LasrFeatureExtractor and the other is a _torch_extract_fbank_features() issue; not the same code path." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is a missing all_tied_weights_keys attribute and the other is a specific model loading failure; too different." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different domains and failure modes: multi-image iterable dataset finetuning vs mistral_common continue_final_message tokenizer behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in Jupyter." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad gguf_file/from_pretrained regression while the other is a specific Qwen2.5-GGUF failure; not enough to treat as the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "One is device_map/offload dequantized-model loading; the other is GGUF loading in v5. Different issues." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: template-node compilation vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different models and likely different tokenizer/model-loading paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type contract are related to generation internals but not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sample-rate default vs MIMI batching/padding-mask mismatch are distinct." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and continue_final_message tokenizer behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "General custom model initialization regression vs non-persistent buffer junk filling; different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom-model init breakage is not the same as non-persistent buffer initialization corruption." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model loading failures with no clear shared concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head/tied weights, but one is an untied-weight bug in a specific model and the other is device-dependent serialization inconsistency; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template compilation error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs with different symptoms and code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo input-size mismatch are different vision issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug vs DAC from_latents/STE mismatch are different audio-model problems." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated Trainer issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault loading Llava Next models and video-input ValueError in Qwen3OmniMoe are distinct multimodal failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading problems affecting different models." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions: physical-intelligence/fast loading vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache API return type are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and init_empty_weights _is_hf_initialized TypeError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/export compilation failure and processor output-size mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM-125M key error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and model loading failure for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up on incorrect visual encoder keys." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8, but one is a model/config failure and the other is a generic Float8 storage lookup TypeError; not clearly the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: most pairings are correctly treated as broad-subsystem similarities rather than duplicates, and the only accepted edge (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression with a narrower follow-up symptom. No overstatement of evidence is apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43632|issue:44756", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:35707|issue:40444", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:43818|issue:45357", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "7921d5935ded9b4c423a9a4f74f3f16357230d714347f768d57d1513d406c32d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37364, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one likely duplicate pair around AutoTokenizer/tokenizer.json loading for Granite models. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45812 is the broadest and most representative tokenizer regression here, with family-wide impact and references that make it the best anchor for the duplicate pair with 44462.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest cluster representative: it describes a broad, user-visible v4\u2192v5 tokenizer regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen-VL area, but one is a broad multi-model video regression and the other is a specific still-image rope-index scaling bug; not the same concrete issue." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but one is load failure and the other is a performance regression in convert_tokens_to_ids; different bugs and fixes." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated subsystems: T5 tokenizer attribute conflict vs Qwen3 CUDA assert during auto device mapping." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs strict config blocking granite_speech config loading." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility issue vs noisy load-time logging; no shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different code paths: HF init flag regression vs Apple Silicon mmap/OOM behavior." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes; PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is temporal position-id scaling; not the same concrete defect." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (Granite token IDs vs CodeLlama space round-trip)." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs a float8 storage lookup TypeError; no shared bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Load-time noise report vs tokenizer load failure; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Distinct v5 regressions: one about initialization flags, the other about buffer contents." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training reports, but the failure modes differ substantially (multi-GPU training vs multi-image dataset finetuning)." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing issue vs missing supports_gradient_checkpointing flag on trust_remote_code variant; different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/runtime failures with different root causes; not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure vs CLIPTokenizer model_max_length constant; unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config loading failures with no shared concrete code path." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor syncing and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer; too different to merge confidently." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning in Qwen2.5-VL." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading bug vs Qwen3 MoE training memory usage; different root causes." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TF backend packaging, but one is missing TensorFlow in a torch extra and the other is an undefined backend error when only tensorboard is installed; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging vs Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower architecture issue vs Sam3Model text-encoder weight loading; different models and failures." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized errors." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and buffer initialization/junk are unrelated regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1; different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Likely the same AutoTokenizer/tokenizer.json regression: 44462 reports the repository tokenizer.json being ignored, and 45812 is the Granite-model symptom of wrong token IDs from that path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is correctly characterized as mostly heterogeneous, and the single accepted pair is stated conservatively enough as a likely duplicate around AutoTokenizer/tokenizer.json behavior for Granite models. No PRs are present in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43644|issue:44079", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:42796|issue:45381", + "issue:43632|issue:45072", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "cb13ea899160a2a13b55affbeeb203b774ae4c77faae9c2a85a4660858637e52", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37319, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of distinct model-/tokenizer-/runtime-specific issues. I did not find any soft pair that clearly describes the same underlying bug or a PR-sized shared fix.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression in the set: a Transformers v5 loading failure tied to model initialization/compatibility. It is a better anchor than the many narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best representative issue because it captures a general Transformers v5 loading breakage, while most other items are specialized variants or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior in multimodal/sequence processing, but they affect different models and different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: device-mapping CUDA assert vs tokenizer regex patch crash." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk; the other is ModelOutput key assignment. Different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but one is base_model_prefix handling and the other is custom model initialization. Too different to merge as one bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to bf16 dtype mismatch in inference." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs a model load failure in vLLM. Different problem domains." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is finetuning with multiple images and the other is video position ids. Not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video input regression. Close theme, different concrete failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression. Different models and mechanisms." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 nonsense outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head/tied weights, but one is broken weight tying causing bad generation and the other is serialization inconsistency. Not the same fix." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling issue vs Kosmos2.5 OCR long-input index error. Unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different loading/quantization paths: FineGrainedFP8 vs GGUF loading." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to bfloat16 dtype mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs strict config loading failure. Different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression across Qwen models vs Gemma4 PLE device mismatch. Different models and code paths." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "vLLM/PaddleOCR-VL load failure is unrelated to torch-transformers version incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and symptoms: glm-4v loading failure vs sleng-bert loading failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs CUDA assert under auto device mapping. No shared underlying change." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/generation bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and Qwen2.5-VL multi-image finetuning are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 PLE device mismatch are different model/runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:42796|issue:46209", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:42796|issue:44977", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:26413|issue:28530", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:40990|issue:45701", + "issue:43873|issue:44756", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "34a58ff64cb5ef7c30907bf897c2354928cf2600ef8548eb2085fbd921ec2445", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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 set is mostly a grab bag of unrelated Transformers issues; none of the suggested soft pairs look like true duplicates or mergeable PR-equivalents. The closest themes are tokenizer regressions, loading/offload bugs, and model-specific inference issues, but each pair targets a different code path or model family.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, user-facing v5 tokenizer regression affecting multiple model families, which matches the most repeated theme in this cluster better than the more model-specific items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue to keep because it is clearly described, high-impact, open, and broad enough to serve as the most useful anchor for a tokenizer-regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 B200 inference are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a sliding-window mask off-by-one in streaming audio; the other is a tokenizer performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder padding-mask output mismatch and video processor batch-shape mismatch are different preprocessing/model-path failures." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about add_special_tokens not inserting BOS/EOS for a specific tokenizer, while the other is wrong token IDs across several models; not the same underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/generation corruption in AyaVision is unrelated to dtype mismatch issues in bfloat16 inference." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are separate configuration/loading problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader offloading regression; not the same concrete path." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation failure are unrelated model-specific issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenizer/processor subsystems and different failure modes: batched-vs-single MIMI encoding versus LayoutLMv2 NER padding crashes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark and ineffective gradient checkpointing with LoRA are not the same code-path problem." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying/generation bug and BitNet packed-weight unpacking during accelerate loading are unrelated model-loading issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad token config value and a from_config text_config unwrapping bug are different config-handling issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault while loading Llava Next and broken sinq quantized save/load are different failure classes and model paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Failure to run 3d_parallel.py and Qwen3Moe FineGrainedFP8Config errors are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk-filling are both loading-related but not the same bug or fix." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "A800 cudaErrorAssert with Qwen3 auto device mapping is a different issue from Llava Next segmentation faults." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization by device and wrong visual encoder keys in Qwen3.5 save_pretrained are separate serialization regressions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys on Molmo are unrelated model/processor bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are different trainer control-flow issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping cuda assert and flash-attention generation corruption are distinct Qwen3.5 failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure and tokenizer loading failure for est-roberta are unrelated model/tokenizer problems." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM due to reserved memory growth and an apex RMSNorm memory leak are different performance/memory issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage and a 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FineGrainedFP8Config failure are different trainer/model issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech loading and tokenizer loading regression for est-roberta are different config/tokenizer problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading in Sam3Model are separate Sam3 components and not clearly the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and generic tokenization changes across versions are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding and bfloat16 dtype mismatch in inference are different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a model benchmark and tokenization changes across versions are too far apart to be duplicates." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and disabling mmap on Strix Halo to avoid OOM are distinct memory/offload issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and packed-weight unpacking during accelerate loading for BitNet are unrelated 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": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:41720|issue:42617", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:42915|issue:43322", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "f21d4050ab7f6ce9059d66b634ff93938c3eb62c9740fb1c31039f2c99484219", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated standalone bug reports across different models, tokenizers, training, and serving paths. I do not see a single duplicate cluster or any soft-edge pair that clearly refers to the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different subsystems: Blip2 dtype loading vs Trainer checkpoint resume/max_steps. No shared code-path or bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failure modes and contexts: Qwen3 auto device mapping CUDA assert vs running 3d_parallel.py." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained visual encoder key regression. Not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch. Different models and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs Bark CPU offload device mismatch. Same broad area, but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs OmDet-Turbo processor resolution mismatch. Unrelated behavior." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image processing, but one is wrong input size and the other is interpolation failure on Perceiver. Different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific regression with processor.tokenizer/images; the other is a broad tokenization-version complaint. Too generic to merge." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FP8 failure vs dequantized model loading with device_map=auto. Different code paths and symptoms." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal serve crash due to str.to vs Gemma4Processor missing _tokenizer. Different processor/serving bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained/register_for_auto_class. Unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 CUDA assert during auto device mapping vs GPT-OSS MoE tensor-parallel issue. Different problems." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx. Not duplicates." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3MoE FP8 issue is unrelated to kernels import/version-revision requirements." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping/eval metric handling vs Qwen2-VL multi-GPU training. No overlap in bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM prediction issue vs Qwen3.5 recurrent state reset in cache handling. Different models and mechanisms." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature change vs CUDA assert in Qwen3 auto device mapping. Unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, tasks, and failure causes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure. No shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 failure vs Llava Next loading segfault. Different models and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3VL weight_only loading error. Same family, but not the same concrete bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoXConfig rotary_pct reload regression. Different config fields and behavior." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup vs image processor void segmentation map handling. Unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model vs generation with inputs_embeds/past_key_values. Different areas entirely." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency vs specific T5Tokenizer add_special_tokens conflict. Not the same underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing vs BarkProcessor voice_preset support. No meaningful overlap." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs BigBirdTokenizer mask token registration issue. Different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading. Distinct problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:43873|issue:45704", + "issue:43388|issue:45059", + "issue:44387|issue:45701", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:45357|issue:46402", + "issue:45406|issue:45464", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44514|issue:44545", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:43927", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "e73073b321205004ec5467d91b2d82159692a3caa4b950f26470bd1691c1fe83", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bugs. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template reports with the same batched padding=False crash; all other soft pairs describe different code paths or different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue: it has the same title and failure mode as issue:44514, and slightly more evidence/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative issue for the one confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory/offload related, but one is a quantization offloading problem and the other is a T5/apex RMSNorm memory leak; different underlying bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms: metric gathering in Trainer vs SAM3 processor behavior with text/bounding boxes." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "One is int4 quantization OOM/regression, the other is tokenization behavior changing across versions; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 device-map cuda assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve multimodal model saving/loading, but one is Qwen3.5 visual encoder keys and the other is Sam3Model text encoder weights; not the same path." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is a different issue from composite Qwen multimodal config unwrapping in from_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token decode are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video token counting undefined-variable bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different components and failure modes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation, the other is a training-loss degeneracy across sequence-classification models; not the same defect." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation with non-default resolution is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to a model-specific load failure for ScandiBERT." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to Qwen multimodal config handling." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same reported crash: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL backend unexpectedly requiring torchvision are different problems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings in Qwen LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model size mismatch are distinct documentation/model-processor mismatches." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training/eval, but one is SFT input-embedding unpacking and the other is trainer.evaluate() after train(); different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient inflation are unrelated training issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig save/load token-ID loss are related to tokens but not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq quantized save/load breakage are different serialization/loading problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. It correctly identifies the only clear duplicate pair (issue:44514 / issue:44545, same title and same batched padding=False crash) and the remaining soft-edge verdicts stay conservative, mostly distinguishing different subsystems or failure modes without overclaiming. No mergeability concerns apply here since this is an issue 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": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:43531|issue:43645", + "issue:45704|issue:45859", + "issue:43782|issue:45381", + "issue:41720|issue:45704", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:43596|issue:44220", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43335|issue:43756", + "issue:30064|issue:36331", + "issue:43643|issue:44877" + ], + "prepared_review_unit_hash": "f3f1cc01c815bb659ae9389a2b09db81477b74de98a9693aee77ba590382375d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38017, + "estimated_input_tokens": 9505, + "estimated_eval_tokens": 19266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated bugs across tokenizer, vision, training, and model-loading code paths. None of the soft pairs look like confident duplicates, so there is no clear canonical issue or PR.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous and the soft pairs do not convincingly describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: none of the issues clearly subsumes the others as the same concrete problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: T5 Apex RMSNorm memory leak vs missing gradient-checkpointing flag in Nemotron." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Both are model/runtime issues, but the concrete failures differ: T5 RMSNorm leak vs Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failure modes: Qwen3VL weight-only load error vs Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different code paths: Qwen3 device-mapping CUDA assert vs T5 RMSNorm leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but the reported bugs are not clearly the same concrete failure without stronger evidence." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems: Mamba2 cache correctness vs T5 decoder-input validation error message." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Nemotron's missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special-token handling, but one is runtime post-processor updates and the other is BigBirdTokenizer registration/decoding." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors are not the same as quantization offloading failures." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but the bugs differ: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero-3/BertModel init failure is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related area, but different bugs: backend_tokenizer AttributeError vs codec-handling regression and warning text." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer-regex regression is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different issues: packed-weight loading for BitNet vs DAC STE mismatch in from_latents." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input reports, but they affect different models and concrete failure points." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions missing and RTDetrV2 output drift are different vision regressions." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision is not the same as loading a specific tokenizer/model failing." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model bugs: Bamba torch.compile+SDPA vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma 3n's variable-name collision." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Both involve model inputs, but one is tokenizer/padding and the other is Perceiver image resolution handling." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent conversion are unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated configuration bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields under trust_remote_code and the other is strict config rejection for granite_speech." + } + ] + }, + "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": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:45183|issue:45479", + "issue:44821|issue:45084", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:43950|issue:45987", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44448|issue:44671", + "issue:43582|issue:46512", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44485|issue:44509", + "issue:43540|issue:45381", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:43421|issue:44811", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "420f190142065884b11089ace1f748980f0b0555b49289528b35889ec98c665d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35017, + "estimated_input_tokens": 8755, + "estimated_eval_tokens": 17766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive grouping of distinct issue reports across unrelated models, tokenizer paths, dtype/device regressions, and docs. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the strongest standalone framework-regression report here: it is concrete, high-signal, and broadly impactful because it targets silent corruption of non-persistent buffers in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the clearest bug description and the broadest framework-level impact among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failure modes: Llava Next loading segfault vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is offline hub access and the other is a tokenizer backend attribute crash; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated subsystems: Qwen3 auto device mapping CUDA assert vs tokenizer loading for a RoBERTa model." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both mention validation/sequence-classification behavior, but one is bad input validation messaging and the other is degenerate loss computation." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: image processor URL loading vs template compilation error." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and bugs: image preprocessor dtype mismatch vs Gemma 3n variable-name collision in forward()." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different runtime areas: eval metric gathering truncation vs Mamba2 cache correctness with seq_len > 1." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve contracts around buffers/return types, but one is buffer corruption on load and the other is a StaticCache length return-type issue." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4-v5 output regressions, but for different models and likely different root causes." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "M4 AppleSilicon allocator warmup TypeError is unrelated to stale config.dtype after from_config()." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a different tokenizer class." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are regression reports, but one is non-persistent buffer junk on load and the other is FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different device/dtype problems in different model stacks; not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues in Qwen variants, but they describe different failures and different affected model families; too broad to merge." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video input regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: from_pretrained weight_only error vs flash-attention generation failure." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Docs/error-message cleanup is unrelated to incorrect SigLIP2 model outputs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizersBackend post-processor update bug is different from Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to importing transformers.pipelines under kernels v0.15." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:43906|issue:46209", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43526|issue:44554" + ], + "prepared_review_unit_hash": "01f5a3a261f81e5641d58674ad0d49c569382648c66f932503ff6cb9efbcc07e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are broad lexical similarities around Transformers v5 regressions, but they appear to describe different concrete bugs and code paths. No PRs are present; the best issue anchor is the broad remote-code regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest and most representative open regression report in the set, covering version-related breakage for remote_code models. It is a better cluster anchor than the many narrow, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most generally useful issue for triage because it captures a wider class of v5 loading regressions and could subsume related reports if a shared root cause exists.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different problem areas: video chat-template token/feature mismatch vs T5 decoder-input error message. No shared code-path evidence." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/v5 breakage, but one is a specific helper-removal regression and the other is a broader model-loading failure. Too broad to treat as the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: OmDet-Turbo image size preprocessing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache seq-length return type bug vs return_tensors being ignored when text_kwargs is passed. Different APIs and failure modes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading issue vs Apple Silicon caching_allocator_warmup TypeError. Not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure vs bfloat16 inference dtype mismatch. Same general theme of loading/inference, but different concrete code paths." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing after added token may be related to tokenizer inconsistencies, but the reports are not clearly the same bug or fix." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is stale docs after pipeline removals. Related theme, different artifacts and fixes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is model-specific; 'transformers version changes the tokenization' is a broad symptom report, not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend/package-install issue vs Mistral regex patch crash. No overlap in code path." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal model bugs: Qwen3VL weight_only load failure vs Qwen2.5-VL rope indexing for still images." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError vs CUDA float16 loss crash. Different platforms and functions." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch. Distinct behavior." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset failure and CustomTrainer compute_loss signature change are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs CLIP model structure inconsistency. Different components and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback. Unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels truncation vs RTDetrV2 output differences in v5. Different models and symptoms." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve. Similar processor/tokenizer surface, but not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error may be a remote_code loading regression, but there is not enough evidence it is the same underlying issue as the broad remote_code breakage report." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200. No shared bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they refer to different models and warning mechanics. Not the same concrete issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug. Unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 processor import regression vs mistral_common continue_final_message tokenizer bug. Different failure points." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error vs PIL backend requiring torchvision. Different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label-reduction bug vs MPS attention correctness issue. No meaningful overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:42175|issue:46291", + "issue:36010|issue:36331", + "issue:43746|issue:44811", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43650|issue:43906", + "issue:42490|issue:43257", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43749|issue:44756", + "issue:43454|issue:43577", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "f2ff9aa5a2418f6aa52fe141fb03b726934f2e4788cbf9137795434c8ebf949b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a heterogeneous set of mostly unrelated Transformers bugs. The soft pairs share broad subsystem or keyword overlap, but none look like the same concrete underlying defect, so no duplicate merge is safe.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: undefined video-token helper variables in multimodal token counting vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training-related, but one is a ZeRO-3 index error with a non-pretrained Bert model and the other is trainer.evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading paths and symptoms: gguf_file breaks tokenizer/model loading APIs, while the other is a tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Distinct problems: torch.compile + SDPA failure in Bamba-9B-v2 vs MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Jupyter custom model initialization breaking in Transformers 5.0.0." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different components: DAC.from_latents mismatch due missing STE vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading under accelerate+deepspeed is unrelated to undefined video-token helper names in multimodal token counting." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency issues: missing TensorFlow backend in pip install '.[torch]' vs kernels v0.15 requiring version/revision when importing pipelines." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are separate API breakages." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different processor/model bugs: GraniteSpeech local PEFT checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and PIL backend requiring torchvision are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo 640px-vs-224px input shape mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization reserved-memory growth and the other is a Sam3Video runtime memory exhaustion." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading/test failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as MXFP4 quantization loading fallback." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive overlap: a low-quality/nontechnical issue versus an isolated reproduction of another bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to Qwen3 MoE loading under accelerate+deepspeed." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is lazy init causing recompilation with chunked prefill and the other is max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different codepaths and different failure modes: tokenizer decode error masking vs bare except in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/loading, but one loses fields with trust_remote_code and the other fails to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "One is undefined helper names in multimodal video token counting; the other is a broader v5.3.0 video-input regression across several Qwen models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video bugs: undefined names in token counting vs batched video processor returning the wrong shape." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model/load issues: Qwen3 MoE accelerate+deepspeed conversion vs Qwen3-VL-30B-A3B weight-shape mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading issues, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different root causes and fixes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated model initialization bugs." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and key error loading MobileLLM-125M do not share 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": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43606|issue:45859", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:43404|issue:45127", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43425|issue:46291", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:44062|issue:44991", + "issue:41720|issue:43540", + "issue:43742|issue:44291", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:44987|issue:45907", + "issue:42175|issue:44488" + ], + "prepared_review_unit_hash": "e7f5ab035061dd1bea5aa582c12a9b234000636d2c7f1419104f4edf6da033c7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37029, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with one likely duplicate pair around the Qwen 5.3.0 video-input regression. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the broadest and most central report: it describes the Qwen video-input regression across multiple model families and version 5.3.0, making it the best canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue overall because it captures the wider regression and likely subsumes the narrower qwen2.5-vl symptom in issue:45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and describe different failure modes/code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights loading error; the other is an image-processor dependency regression. Not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing config attribute and a kernels import-time revision/version requirement are different problems." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a model-class tying bug and the other is LoRA merge behavior after vocab extension; not the same concrete defect." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure and CLIPTokenizer max_length behavior do not describe the same issue." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token IDs and MXFP4 quantization fallback are distinct bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key handling are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels revision/version enforcement are different dependency issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and generic tokenization changes are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is loading-time module dtype propagation and the other is stale config.dtype after from_config; different failures." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging backend selection and a missing Qwen2_5_VL symbol are not the same issue." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "GPU/CPU offload loading failure and tokenizer max_length behavior are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "General PyTorch ImportError and Llama 3.2 vision loading regression are different problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error for CLIP model and TrainerState token counting are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor argument collision and tokenizer load failure for a specific model are not clearly the same code-path." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping and Qwen3OmniMoe video-input ValueError are different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM and init_empty_weights unexpected argument are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they involve different Qwen models and different errors; not enough evidence of one underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen 5.3.0 video-input regression; 45381 looks like a narrower qwen2.5-vl manifestation of the broader bug in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-related, but they are different models and errors; not clearly the same underlying defect." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error and LayoutLMv3 box-content error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/loading issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Torch install backend issue and loading cjvt/sleng-bert are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative overall. The one accepted duplicate pair (44479/45381) is supported by the broader 5.3.0 Qwen video-input regression in 44479 and the narrower qwen2.5-vl symptom in 45381. The rest of the soft-edge rejections are cautious and consistent with the issue titles/descriptions. No PRs are present, as noted." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:24643|issue:29159", + "issue:44568|issue:45488", + "issue:38175|issue:44898", + "issue:44737|issue:46463", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:43906|issue:46468", + "issue:44792|issue:44964", + "issue:44737|issue:45588", + "issue:45042|issue:45081", + "issue:43526|issue:45479", + "issue:44568|issue:46491", + "issue:43742|issue:44589", + "issue:43404|issue:45987", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43531|issue:44821", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:42796|issue:43906", + "issue:45357|issue:45920", + "issue:44913|issue:46121" + ], + "prepared_review_unit_hash": "ed736017f09582a4ff65e0e24942cc6ec78e0122ec42f4c624703373ff85c754", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model/tokenizer/training bugs. The only convincing duplicate pair is the SigLIP2 regression reports (43493/43994); the rest are different failures in different code paths or models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the best canonical issue among the only real duplicate pair because it describes the underlying SigLIP2 HF-vs-JAX implementation mismatch more generally, while 43994 mainly captures a downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest issue to keep as the representative bug report: it is specific enough to identify the root cause yet broad enough to subsume the user-visible 'nonsensical results' report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different subsystems and symptoms: DeepSpeed training weight-shape error vs tokenizer consistency bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failures differ: special token insertion vs tokenizer.json pre-tokenizer override." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but they are distinct bugs with different model families and failure modes." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated issues: XLNet device placement bug vs T5 decoder-input validation message." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bug: both report incorrect model behavior, one as HF-vs-JAX discrepancy and the other as nonsensical outputs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Separate loading problems in different APIs; no shared concrete code path." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-specific regressions, but one is deepspeed/accelerate weight conversion and the other is RoPE-layer omission." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer-related, but one is token-count tracking and the other is a custom compute_loss signature breakage." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype issues in different models/code paths; too broad to be the same bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Completely different problems: Flash Attention compatibility vs missing PyTorch import." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer errors, but the concrete causes and affected code paths differ." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as a broken official example in a different model." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal-model failures; no clear shared underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Device-placement bug in XLNet vs flash-attention auxiliary state crash are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency issue vs Mistral tokenizer regex crash; different components." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label-reduction bug in Beit fast processor vs classification loss degeneracy; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns special-token handling and the other leading-space round-trip behavior." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/runtime errors with no shared mechanism." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Model weight tying bug vs cache length return-type bug; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/SmolLM regressions affecting different code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position logic, but they affect different models and distinct computations." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs AutoImageProcessor URL loading issue; no overlap." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the affected entry points and failure causes differ." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency-version bump vs stale auto-mapping references; separate CI/package issues." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs reproduction of another issue; not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: save_pretrained visual-encoder keys vs AutoTokenizer wrong token IDs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload regression vs rope-validation TypeError; distinct code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The SigLIP2 pair (43493/43994) is the only clearly supported duplicate-like match, and the other soft-edge rejections are appropriately cautious given the differing models/code paths described in the titles and bodies." + }, + "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": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:28282|issue:32090", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43653|issue:44361", + "issue:42898|issue:46491", + "issue:44514|issue:45381", + "issue:44484|issue:44704", + "issue:43452|issue:43577", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:43531|issue:43742", + "issue:43653|issue:44568" + ], + "prepared_review_unit_hash": "9f0f9935ca390fcd0a753f97e1a32cc1fe475e601cd2a6e09a0c6e92313a8061", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: most items are unrelated bug reports across different models, loaders, and backend paths. I only see one plausible duplicate pair around v5 tied-weights serialization; the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45005 is the best canonical issue if one is required: it describes the broader v5 tied-weights regression, which also appears to cover issue:44466's device-dependent lm_head.weight serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest representative issue because it frames the underlying tied-weights regression more broadly and concretely than the narrower device-specific serialization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing num_labels propagation and the other is strict config rejection for granite_speech; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: BitNet packed-weight loading vs Perceiver non-default-resolution image classification." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "One is RTDetrV2 output drift in v5; the other is Qwen3.5 checkpoint save_pretrained regression. No shared code-path bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields, but one is a generic trust_remote_code return-object issue and the other is a specific Qwen3_5MoeVisionConfig field being dropped." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different components and symptoms: Gemma 4 multimodal token type defaults vs T5 decoder-input validation messaging." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train failure are distinct training/loading bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantized save/load breakage are different problems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing import error is unrelated to NoneType broadcast failures in Trainer." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same v5 tied-weights/save-pretrained regression; 44466 is a device-specific manifestation, and 45005 is the broader tied-weights translation-model report." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect AutoTokenizer loading, but gguf_file handling and offline model_info calls are different code paths and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error with a CLIP model are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are separate issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation failure after training and Gemma4 device_map mismatch are different failures." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import issue and Windows/ROCm torch.distributed dependency problem are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but tensorboard-without-TensorFlow and tensorflow_text backend validation are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decoding and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is a v5 cleanup-policy change and the other is a CodeLlama round-trip space-stripping issue; not enough to treat as one bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash and video vision_position_ids mismatch are different Qwen2.5-VL bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question and AutoProcessor kwarg forwarding are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer access regression and Kimi-K2.5 codec/mistral-regex regression are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are different loading/runtime bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer and missing BOS/EOS insertion in mdeberta-v3-base are different tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The tied-weights pairing between issue:44466 and issue:45005 is plausibly the same bug from the titles, and the claim that the rest are heterogeneous is supported by the listed issue titles. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:43646|issue:43749", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:29159|issue:33357", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:44514|issue:45290", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:43643|issue:44561", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:44977|issue:46209", + "issue:43720|issue:43927", + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:43452|issue:44451" + ], + "prepared_review_unit_hash": "ae53c4dc9dc8ad32c5e9109e826b90a23aaa17f0a31d27e1f9161de0ac6e2166", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pull requests are present. The soft links are mostly topical collisions around tokenizer/loading/training regressions, but the paired issues describe different concrete bugs and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44843 is the clearest self-contained regression report in this set, with a specific code path (_patch_mistral_regex/model_info) and a reproducible offline-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is a good representative issue because it is narrowly scoped, actionable, and tied to a specific failure mode rather than a broad symptom bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: custom model init regression vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation, but one is compiled-forward inconsistency and the other is recurrent-state reset in a specific modular Qwen file." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but one is an offline model_info call bug and the other is a model-specific tokenizer load failure in v5." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: auxiliary-loss normalization vs a T5 memory leak from apex FusedRMSNorm." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures: RoPE layer dropping vs Sam3 text encoder weights not being loaded." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a MacOS bus error in a pretrained CLIP model." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different underlying problems: MoE auxiliary-loss scaling vs divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token metadata, but one is BigBird special-token registration and the other is config serialization losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to config token-ID loss after save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug is not the same as a broad version-dependent tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN sources: sliding-window attention on GPU vs classification-head init/checkpoint NaNs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile SDPA issue is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as flash-attention generation failure." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training on Qwen2-VL is unrelated to an ImportError for GenerationMixin." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: MobileLLM key error vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapping cudaErrorAssert on A800 is a different failure mode from chunked generation with compiled forward." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are distinct distributed-training issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code regressions, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "One is tied-weight serialization varying by device; the other is quantized save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field failure in BeitForSemanticSegmentation is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and code paths: legacy config field vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Loading failure from a legacy field is not the same as a processor/model image-size mismatch." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading under accelerate and config token-ID persistence are different bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is not the same as DiaConfig token-ID loss." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug and processor.tokenizer/image handling regression are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature change are separate trainer/distributed bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF file loading breakage is a different failure mode from ScandiBERT tokenizer/model loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:45823|issue:46050", + "issue:43278|issue:43688", + "issue:43994|issue:46192", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44849|issue:46209", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:45357", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:43540|issue:44977", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:44464|issue:46424", + "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "ef1568e04c083e03a790cb91cec9ae5ab3ee2addbc7af77d54010cf1f742bf01", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37028, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft links are all near-miss similarities, not true duplicates. The clearest representative issue is the broad tokenizer regression affecting Granite models, while the rest are model- or subsystem-specific bugs.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45812 is the broadest, most user-impactful correctness regression in the set: it affects tokenization across all Granite models and is a strong anchor for tokenizer-related triage.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 has the widest blast radius and clearest duplicate-triage value among these issues; it is more representative than the model-specific or single-endpoint failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-loading regressions around pad-token fields, but they affect different model families and different missing attributes; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "One is a Gemma4 forward device-mismatch issue; the other is a sinq quantization save/load failure. Different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both mention training instability, but one is a dtype change in evaluation and the other is auxiliary-loss normalization. Not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issues are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet and an MLukeTokenizer AttributeError are unrelated subsystems and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error-message regression about translation tasks." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a broken doc example and the other is an implementation mismatch with JAX; different underlying problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading failure is unrelated to a PEFT version bump and release-status problem." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states output behavior and FP8 inference on B200 are separate runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "A propagated num_labels bug in Qwen3.5 is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error on CLIP are entirely different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal/docs/processor APIs, but one is a SigLIP2 example issue and the other is a regression in processor.tokenizer/image passing." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different training pathologies." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 HF-vs-JAX discrepancy is unrelated to gradient blow-up under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is a model-specific load failure and the other is an offline-mode regression in tokenizer regex patching." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3-base and the other is DeepSeek-Coder v1 token output corruption; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are distinct v5 regressions." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are separate model/runtime paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP crash and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a flash_attn import-utils KeyError are different low-level compatibility bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a generic dev-version loading failure for Qwen3VL MoE; not clearly one fix." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config and missing pad_token_idx in StableLmConfig are separate config regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they concern different models and different failure mechanisms; they would not plausibly merge into one fix." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import-name regression and a float8 storage type error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and cache max-length handling are different generation/cache bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and an MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_id attribute is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading for Beit semantic segmentation is unrelated to the Bark CPU-offload device mismatch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP memory OOM when loading Qwen2-57B-A14B-Instruct is unrelated to the PEFT version bump issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:45200|issue:45229", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:44423|issue:44734", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:45406|issue:46121", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45200|issue:45823" + ], + "prepared_review_unit_hash": "fdfabab66f62cbef4d604927de899aaf19194fce308133cf6b20ea8d42b1976a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues. I did not find any soft-edge pair that clearly describes the same underlying bug/change, so no pair is accepted. The most representative issue in the set is the high-activity Gemma4 CUDA OOM report.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45229 has the highest discussion activity and is a concrete, high-impact runtime failure with a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 is the strongest standalone issue here: detailed, user-visible, and widely discussed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve Transformers 5.0 loading regressions, but one is a StableLmConfig field issue and the other is an init_empty_weights argument mismatch; different bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token defaults vs multi-GPU CUDA OOM are different failure modes and code paths." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus test and a PEFT version pin problem are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id errors are not clearly the same as the CLIP text-model structure regression." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated tokenizer/model bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during inference is different from a PLE device-placement mismatch during forward." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled forward chunked generation and Whisper empty-transcription handling are distinct generation bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference nonsense and a generic position-id key warning do not match as the same defect." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and save/load corruption after sinq quantization are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention import/runtime crash with sink-less models is not the same as sinq save/load breakage." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed/ZeRO gradient anomalies and Phi-4 multimodal loading failures are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as SAM3 litetext memory overflow." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a Trainer GPU broadcast NoneType error are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is a multimodal continuous-batching AttributeError and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation errors and Python 3.13 flash_attn import keys are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is not the same as a PyTorch version guard bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-param list handling are separate bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 token-type defaults are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention helper import failure and meta-device model loading breakage are different regressions." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatch tests and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and device_map auto forward mismatch are separate Gemma4 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": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:44186|issue:46192", + "issue:43295|issue:43450", + "issue:45823|issue:46192", + "issue:43232|issue:44849", + "issue:43295|issue:44610", + "issue:44521|issue:45290", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:45381|issue:46209", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:43450|issue:43575", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:42490|issue:43493", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "1bf673b8944801cca573461a46b51da95c9dbb43aeccf5a3a049dc429db1653b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36386, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues. The soft pairs mostly share broad surface areas (tokenizers, chat templates, loading, vision/video, config attrs) but not the same concrete bug, so there is no clear canonical duplicate target.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizer/input handling, but one is a LayoutLMv2 NER/padding crash and the other is return_tensors being ignored with text_kwargs; different code paths and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are multimodal processor regressions, but one is about processor.tokenizer/image passthrough and the other is batched video output shape; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch in Gemma4 PLE forward is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and Qwen3.5 hidden-states output are separate generation/model-output bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer passthrough regression and OmDet-Turbo image-size mismatch are different multimodal issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; distinct failures." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a load failure for physical-intelligence/fast are not the same underlying defect." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-system problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example issues and return_tensors/text_kwargs precedence are different problem classes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression do not share a concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and ZeRO-3 gradient growth are unrelated training/runtime bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device loading failures are separate model-loading issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different model/runtime problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportErrors involving different symbols and modules; no shared root cause is evident." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent serialization and the other is LoRA merge collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Import warning for trailing-slash local paths and SigLIP2 HF/JAX discrepancy are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id attributes, but they affect different configs/models and likely different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and HF-vs-JAX discrepancy are related to the same model family but not clearly the same concrete bug from the available evidence." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale config.dtype after from_config are separate loading/API issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and post_init reinitializing output embeddings are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43824|issue:43975", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:41720|issue:46209", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:44514|issue:44521", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:45290|issue:46326", + "issue:43335|issue:43653", + "issue:44448|issue:44743", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "75ef9f0d1d7e0b712b4d3513c140a16054b45f76277f3cedb0b8bcc77b29f441", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are unrelated bugs across different models, utilities, and processors. A few pairs share broad themes (especially chat_template/tokenizer behavior), but none look like the same concrete underlying defect.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44521 is the closest thing to a hub because it is broad, currently open, and in the same multimodal/chat_template area as the nearest neighboring issues, but it still does not duplicate them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single representative of the cluster because it is the most general, discussion-heavy, and reference-linked issue among the loosely related chat_template items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different model families and failure modes: missing Qwen2.5-VL import vs incorrect detokenization for DeepSeek Coder." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated processor bugs: BeitImageProcessorFast label reduction vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal configuration, but one is mm_token_type_ids defaulting to zeros and the other is a rope/position-id scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different code paths: gather_for_metrics batch-truncation logic vs BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are audio-tokenizer related, but they are different models and distinct failures: AutoTokenizer loading vs save_pretrained/tokenization breakage." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and bugs: audio apply_chat_template sample-rate default vs batched video processor output shapes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Environment/import problems in different areas: flash_attn import key on Python 3.13 vs Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU/runtime failures, but on different models and hardware-specific causes; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Completely different issues: unexpected zero probabilities in SigLIP2 vs RT-DETR memory release after deletion." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different functionality: DAC latent reconstruction mismatch vs a stale CI device-override test in GraniteSpeech." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both concern removed/added import_utils helpers, but they are different symbols and different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo vs float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues about pipelines, but they target different documentation and different deprecated/changed behaviors." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-architecture problems: unwrapping text_config for Qwen multimodal configs vs CLIP text model structure inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/text processing bugs: unsupported center argument in LasrFeatureExtractor vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "No overlap beyond general helper-function bugs; DAC latent conversion and qwen3_omni_moe feature-length calculation are distinct." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection/training bugs: AMP crash in LwDetrImageLoss vs D-FINE not applying auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems and fixes: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different mechanisms and model classes; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general function area, but one is a batched padding=False crash while the other is all-zero assistant masks; not clearly one underlying defect." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different release-compatibility failures: missing flash_attention helper import vs Torch 2.10 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different models: CPU offload device mismatch for bark-small vs feature-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve configuration handling, but one is composite multimodal config unwrapping and the other is dtype propagation/stale config dtype." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated training/runtime failures: Flash Attention 2 test breakage vs NoneType passed to _gpu_broadcast_one." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat-template/tokenizer behavior, but one is tool-call assistant messages with no content and the other is mistral_common continue_final_message logic." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Completely different bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration/empty decode." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior regressions: Pegasus output differences between v4/v5 vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different areas entirely: Bamba SDPA compile failure vs GraniteSpeech stale device-override CI test." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:43819|issue:44493", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:45588|issue:45859", + "issue:43720|issue:44112", + "issue:26413|issue:31501", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45310|issue:45478", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:38175|issue:44493", + "issue:43701|issue:45083", + "issue:40444|issue:43526" + ], + "prepared_review_unit_hash": "ef782da2a76d9411c85fc0840a9d86c0caf2697f519a8fb046923096528e079e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; only one soft pair is a true duplicate. The duplicate is the repeated Qwen3.5 MoE `from_pretrained` regression on transformers>=5.4.0.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is the earlier, more detailed report of the same Qwen3.5 MoE `from_pretrained` regression as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 best represents the only confirmed duplicate topic in this cluster and has the more complete report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: a Python 3.13 TorchScript parsing error vs a Qwen3 Omni helper-function behavior issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers config layer construction vs BEiT pretrained-model legacy field loading." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different release breakages." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab tying collapse is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning defaults are unrelated to flash-attention `s_aux=None` crashes." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a pipeline translation error message regression." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected `position_ids` warnings are different model-specific failures." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging is unrelated to the Trainer `_gpu_broadcast_one` TypeError." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config vs Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/quantization issues are not the same as BEiT fast image-processor label reduction." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen/attention infrastructure, but one is a sink-less flash-attention crash and the other is CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet loading/unpacking behavior and GraniteSpeech CI device-override failure are different issues." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a stale CI test in GraniteSpeech." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: identical Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf exception handling and a missing import_utils feature flag are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to widespread `position_ids` key warnings." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash path warning and GLM-4.7-Flash unit-test loading failure are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark and AMP/CUDA crash in LwDETR are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video `vision_position_ids` issues are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numeric/mixed-precision failures in different models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast TypeError." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue and unexpected `position_ids` keys are different regressions." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen3 Omni feature-length helper behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BEiT image-processor label reduction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is well grounded in the packet and stays conservative on the soft edges. The lone accepted pair, issue:45310 and issue:45478, has identical titles and clearly describes the same Qwen3.5 MoE `from_pretrained` regression. The remaining pair judgments are appropriately cautious false positives rather than overclaims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:44977|issue:45229", + "issue:43550|issue:45083", + "issue:44448|issue:44977", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:43746|issue:46209", + "issue:10000|issue:15354", + "issue:27957|issue:34689", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43278|issue:43381", + "issue:44977|issue:45563", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:25251|issue:32090", + "issue:32090|issue:33290", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:45245|issue:45563", + "issue:42490|issue:43873" + ], + "prepared_review_unit_hash": "a785b6ae6228baee622380d27735825313b58be76b4d1701160f2f98982f48de", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37219, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a collection of unrelated Transformers issues, mostly model- or feature-specific regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The broadest and most representative issue is the v5 tokenizer regression in issue 45920.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the broadest, most central regression report in the set: it affects AutoTokenizer across multiple model families, has inbound references, and captures a general v5 tokenization breakage rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone issue candidate because it is open, widely scoped, and likely to attract/anchor related tokenizer-regression discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenizer/pipeline behavior, but one is a broad wrong-token-IDs regression across multiple models while the other is a specific return_tensors/text_kwargs interaction; different underlying bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes and code paths: Trainer/_gpu_broadcast_one NoneType error versus a MacOS bus error loading a community CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and post_init reinitializing tied embeddings are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a Gemma4 multi-GPU CUDA OOM. Different models and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function behavior." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator-related registration/import issues, but one is a Python 3.13 IndentationError in DebertaV2Model while the other is a missing-decorator ValueError for Qwen3.5 kernels; not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local-path import warning and Qwen2 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one loses custom token IDs in config while the other loads the wrong custom module after save_pretrained; different mechanisms." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading for GraniteSpeech PEFT adapters is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading failures are different model-specific regressions." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "An import error for a missing flash-attention helper and a model load failure in transformers>=5.1.0 are too underspecified to treat as the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during evaluate and an undefined-name bug in multimodal token counting are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention AttributeError on s_aux=None are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading not working and Gemma4 multi-GPU CUDA OOM are both memory-related at a high level but not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale num_return_sequences warning in paged generate() are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert for Qwen3 and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different bugs, even though both touch model execution." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure for Gemma3n and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization inconsistency are both v5 regressions but not the same concrete bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error and flash_attention s_aux=None crash are different problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash path import warning and quantization offloading 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": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:45372|issue:45406", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43065|issue:43994", + "issue:44186|issue:45198", + "issue:44871|issue:44977", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43756|issue:45440", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43653|issue:44442", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:43526|issue:45834", + "issue:43994|issue:46369", + "issue:29127|issue:35141", + "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:42490|issue:43381", + "issue:43824|issue:44279", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "6385c9abb5d5afb11a48f2893a6be0a899cbac43a266daa8a382a5f4ed526251", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38171, + "estimated_input_tokens": 9543, + "estimated_eval_tokens": 19342 + }, + "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 that only share superficial vocabulary (loading, tokenizers, flash attention, memory, etc.). None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is not a duplicate set, just many unrelated bug reports with overlapping terminology.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; none is broad or central enough to safely represent the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different Gemma 4 failures: mistral_common import error vs missing _tokenizer in serve." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error vs doc example mismatch/quantization failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "One is error-message clarity, the other is a trainer token counter not updating." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different loading/config bugs: base_model_prefix regression vs rope-validation TypeError." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to Qwen recurrent-state cache resetting." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder issue vs RT-DETR memory leak; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg crash in LasrFeatureExtractor is unrelated to Qwen video regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs quantized model saving failure are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 EOS config mismatch and Qwen3.5 flash-attention generation are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to tp loading OOM for Qwen2-57B-A14B." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf-related tokenizer error masking is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as void segmentation-map processing failure." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but RT-DETR memory release and sam3-litetext overflow are different models and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different architectural bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading import error is unrelated to protobuf-hidden tokenizer decode errors." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure do not share a concrete code path." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token decode bug and AutoTokenizer failing to load a tokenizer class are different issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct loading/serialization problems." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is support for XLMRoberta and the other is failing tests." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Unclear error message for LayoutLMv3 boxes vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug and Gemma3 NaN embeddings have different causes and code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error and a generic dependency issue are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and dtype mismatch in inference 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": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43761|issue:45859", + "issue:27957|issue:29127", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:44464|issue:45491", + "issue:33290|issue:34689", + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:44062|issue:45907", + "issue:34689|issue:43611", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43720|issue:44442", + "issue:43761|issue:44079" + ], + "prepared_review_unit_hash": "68854c668b5c7930d32e9d71652ed64e73cfcd8f2ee3b4ecaec41dd5e7bba2b4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36118, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports; the soft pairs share themes (Qwen, OOM, loading, processors, etc.) but not the same concrete bug. The strongest standalone representative is the open, broadly scoped quantization/offloading issue with external references.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43873 is the most central and broadly scoped item here, with the most discussion and inbound references, so it best represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best standalone issue candidate because it is active, externally referenced, and describes a broader cross-cutting failure mode rather than a narrow model-specific regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen model failures, but one is a FineGrainedFP8Config issue and the other is a weight-shape mismatch during model loading; different root causes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading OOM for a Qwen model and the other is increased reserved memory under int4 quantization; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "These affect different components: BeitImageProcessorFast label reduction vs. LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen variants, but one is a missing pad_token_id on load and the other is a sliding_window behavior issue in MoE models." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE-related code, but one is a TypeError from JSON-loaded lists and the other is a missing decorator for rotary-pos-emb registration." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE CPU-offload incompatibility are unrelated code paths." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the category-count runtime limit error." + }, + { + "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 argument passed by LasrFeatureExtractor." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are different bugs with no shared code path." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "One is a flash_attention AttributeError on sink-less models; the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 sliding-window NaNs are different generation/attention failures." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "An optimizer memory OOM and a model-loading regression for Llama 3.2 Vision are not the same problem." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 and patchtsmixer post_init policy are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer-induced OOM is unrelated to TrainerState token accounting." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are separate issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5 MoE and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver image-classification resolution handling are different subsystems and failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state reset are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are v5 loading regressions, but they describe different breakages and likely different code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute discrepancies, but one is Gemma3TextConfig API mismatch and the other is Llama4Config missing pad_token_id." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging TensorFlow extras and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification loss degeneracy are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and AutoTokenizer failure are entirely different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment with prior None are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43873|issue:44871", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:43701|issue:46506", + "issue:44855|issue:45137", + "issue:44464|issue:46421", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:46234|issue:46291", + "issue:42796|issue:45290", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:42617|issue:43575", + "issue:43295|issue:43825", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "cc02ef70d5bb019bababc792f36de79c8e9cd65f7ba93a7984aedcd02d5b617e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35528, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of unrelated Transformers issues (model loading, generation, quantization/offload, tokenizer behavior, config serialization, docs). I do not see any true duplicate pair; the soft matches are mostly broad-topic false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical: the items span many different bugs and code paths, so none safely subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is representative enough to anchor the cluster, because the apparent similarity is mostly surface-level (same library / same subsystem) rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different bugs: optional post_init validation in PatchTSMixer vs a video-input regression in Qwen multimodal models." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: generation kwargs sync after sync_gpus vs gather_for_metrics dropping tuple labels in the last batch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both touch torch.compile, but one is CLIPVisionModel hidden_states regression and the other is attention-kernel branching divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model parity bug vs docs cleanup: SigLIP2 HF/JAX discrepancy is unrelated to pipeline docs referencing removed v5 APIs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes: Qwen3-VL load-time shape mismatch vs Qwen3.5 save_pretrained producing incorrect checkpoints." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a specific model load regression; the other is a backend registration/import error for tensorflow_text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized Ministral/Devstral saving and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs tensor conversion exception handling; not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior bug vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint-resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compile, but one is inconsistent outputs and the other is recompilation from cache lazy init." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config reload issues, but trust_remote_code field loss and GPTNeoX rotary_pct reset are distinct defects." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset script failure vs model-type/config loading error; unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing availability helper in import_utils is unrelated to pipelines import breaking on kernels version/revision requirements." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE-marker handling and chat-template tool-call tokenization are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with missing PyTorch dependency import errors." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Generic 3d_parallel.py runtime problem vs OOM when tensor-parallel loading Qwen2-57B; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "v5 regression in custom processor/tokenizer code vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during TP loading a large Qwen model vs key error loading MobileLLM; different loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention model support issue vs Trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question is unrelated to an import error for transformers.onnx." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:44871|issue:45584", + "issue:45803|issue:46365", + "issue:44077|issue:44534", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:44162|issue:44792", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45803|issue:46170", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:43673|issue:44743", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43525|issue:43531" + ], + "prepared_review_unit_hash": "b34321075d8d63b5cd77e9e38a31e5e27c1045350146d3499735712b9c86b495", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35461, + "estimated_input_tokens": 8866, + "estimated_eval_tokens": 17988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic group of unrelated Transformers regressions and API issues; the pairwise similarities are mostly superficial (loading, config, cache, vision/video, or generation). I found no convincing duplicate PRs, and none of the soft-edge pairs look mergeable as the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45698 is the best single representative because it is open, broadly impacts from_pretrained/save_pretrained custom-module loading, and has the widest reuse potential among the open issues in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest global representative: it describes a concrete, user-facing loading regression with broad custom-model impact and likely ties to multiple downstream reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Both are model-family regressions, but one is a Gemma config/API discrepancy and the other is a Mistral-3 dtype mismatch; different code paths and fixes." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs EOS-token configuration inconsistency; related to multimodal processing, but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend dependency packaging issue is unrelated to a Gemma config API discrepancy." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma EOS-token config mismatch and Whisper empty-transcription generation failure are different behaviors in different models." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A swallowed exception in tensor conversion is unrelated to Trainer import failure due to datasets interaction." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is an acceptance/validation rule for optional post_init; the other is a v5 buffer initialization regression." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output resolution mismatch vs SAM3-LiteText memory overflow; same general area, different underlying failure." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision and cache-length semantics are separate cache bugs with different failure modes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific regressions." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A data-placeholder issue is unrelated to Gemma roundtrip/tokenization behavior." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in a decoder and SAM3 video OOM are not the same code-path problem." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding are distinct processor bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception handling in one tensor conversion path is unrelated to Windows/ROCm import failure from torch.distributed dependency." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5.0 custom-model init regression is not the same as GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS-token config inconsistency is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing SAM3 video encoder attribute are different failures." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage and unrecognized model config are both loading issues but not the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are separate model internals issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states handling and Qwen video-input regression are unrelated regressions." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model-behavior bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label truncation and auxiliary-loss normalization are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_id in a config and tensorflow_text backend registration/import error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "A general GenerationMixin cache regression and Qwen3_5 recurrent-state reset are separate cache-related problems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading for Beit and wrong custom module loading after save/load are both loading bugs, but they affect different mechanisms." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend resolution and a missing import_utils helper are different dependency/import issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing config attribute and a sliding-window behavior issue in Qwen3-MoE are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:35141|issue:42490", + "issue:45563|issue:45584", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:43644|issue:44913", + "issue:44464|issue:45563", + "issue:44933|issue:45362", + "issue:44617|issue:46369", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:43540|issue:44734", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "da3cb412bb54ea6fceb6653326c0c53b3675a88ec84a95e28bfda5147c61ac2f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "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 issues. The soft-pair candidates share only broad subsystem overlap in a few cases (generation, multimodal, config), but none look like the same concrete bug or change, so I reject all soft edges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44521 is the most active open issue in the set, with the strongest discussion/inbound signal, so it is the best representative issue even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the highest ongoing user impact and visibility among these issues, making it the best single issue anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: Janus test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: Sam3Video CUDA OOM versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to auto_mappings CI breakage from removed Sam3LiteText configs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different concerns: non-persistent buffer initialization regression vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script bug and multimodal model-loading error are not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are distinct model/config problems." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video vision_position_ids regression and Sam3LiteText memory overflow are different bugs and different models." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation; not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and missing load-balancing loss are unrelated implementation issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding reinitialization on resize is unrelated to slash-suffixed local model import warnings." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning in paged generate is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 DebertaV2 import parsing error and flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache indexing crash are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d and OmDet-Turbo processor image-size mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and category-count limit error are unrelated runtime bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk-fill regression and rotary_pct not persisting on reload are different state/config issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related and Sam3-family, but OOM in Sam3Video and overflow in sam3-litetext are not the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support failure and an IndentationError on Python 3.13 are separate compatibility issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 has nothing to do with loading a local dataset script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but they target different models and different behavior; not one shared bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse and incorrect visual encoder keys on save_pretrained are different model-state bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-input regressions, but assistant_masks being all zero and video vision_position_ids being wrong are different concrete failures." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to the local dataset loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424", + "issue:46489", + "issue:46506" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44295|issue:46506", + "issue:43643|issue:44496", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:45632|issue:46421", + "issue:44112|issue:44964", + "issue:43673|issue:46424", + "issue:43650|issue:44220" + ], + "prepared_review_unit_hash": "005496d33836f9a81af35cb77405db1d2a5e9ba23d2a6d6ea9cf8b8995159459", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35838, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are not duplicates; they cover distinct import/export failures, cache/config bugs, model-loading issues, and example-script regressions. The only plausible duplicate pair is the DeepSeek tokenizer regression and its DeepSeek-Coder follow-up.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression; issue:46489 reads like a narrower follow-up/gap in the same fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue because it states the regression generally and predates the model-specific follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5; 46489 is a model-specific follow-up to the earlier broader report." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: XLNet forward-pass device placement vs. Fuyu tensor conversion exception handling." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: classification output bug vs. local dataset loading failure." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow-backend packaging issue." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to Gemma4 embedding resize behavior." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize and Whisper empty-transcription generation are separate code paths." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache collisions and a missing import-utils helper are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a specific class export and the other is top-level AutoImageProcessor availability." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error is unrelated to Whisper\u2019s empty-transcription failure." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are unrelated imports." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct configuration bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend differs from a generic dependency issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and AuxRequest version gating are related area but different concrete failures." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access bug and CPU/CUDA result divergence are distinct issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code missing fields and missing model_type in config.json are different config-loading problems." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two different model-loading regressions affecting different models and likely different compatibility breaks." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device-override flake is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and max_cache_length only honored for quantized cache are separate cache behaviors." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A low-signal placeholder issue is unrelated to the fbank feature extraction bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek/DeepSeek-Coder pair is the only plausible duplicate relationship here, and the other soft-edge rejections are appropriately cautious given the distinct titles and failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:44016|issue:44220", + "issue:43479|issue:45375", + "issue:45083|issue:46506", + "issue:43531|issue:45600", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44496|issue:45759", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "cc1f12de6daed80d288f3401dc4b652f4c0e4bfac2af513ee1ce3ed8255e98aa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35814, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a noisy mix of unrelated transformer issues. The soft-similarity pairs share broad vocabulary (models, configs, embeddings, flash attention, loading, etc.) but do not appear to describe the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:35141 is one of the clearest, most self-contained bug reports in the set, with a precise failure mode and reproducible context. That said, the overall cluster is heterogeneous rather than a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the best representative issue here because it is specific and actionable, but it is still not actually duplicated by the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model feature and failure mode: Flash Attention 2 support for XLMRoberta vs embedding reinitialization after resize." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated bugs: notebook syntax error vs audio feature extraction helper issue." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but for different models and different missing/default fields; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: feature-extraction length helper vs CPU/CUDA output mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to stale auto_mappings references." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast error is unrelated to token embedding reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import detection error vs embedding initialization bug; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo/model." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs pipeline docs mismatch; different artifact types." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config error vs torchvision dependency regression in image processors." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/FlashAttention indirectly, but one is save/export and the other is inference/load-time flash-attn failure; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is model-specific RC breakage and the other is an AttributeError on s_aux=None in a different path." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batching bug vs memory overflow in a model call; no shared root cause." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression is unrelated to ANSI output formatting." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure is unrelated to cache max length handling." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support issue vs generic dependency issue; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline documentation mismatch is unrelated to model config import errors." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported model class vs nonexistent image_utils import; different APIs and failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen models, but one is loading failure in v5 RC and the other is incorrect checkpoint saving; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Generic unrecognized-model error is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; no shared concrete bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug in t5gemma is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used vs tie_word_embeddings warning; different behavior entirely." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a vague data request; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different models and failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation issue vs Qwen3.5 kernel registration decorator error; 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": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:45103|issue:45372", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43650|issue:46209", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:44779|issue:45812", + "issue:44521|issue:45325", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43653|issue:45593", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "6ab5b2e64379626620705744200ffd2de71287c91fd5abe567cba2748ca44eee", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues sharing only broad subsystem similarity; none of the soft pairs look like true duplicates or mergeable fixes.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44521 is the best anchor in this set because it has the most discussion/inbound references and a concrete, reproducible bug report, but the overall cluster is too heterogeneous to treat as one underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue here: active, open, and well-described. It is not a good proxy for the rest of the items, which span many unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both are regression-style failures, but one is a video-classification pipeline processor lookup bug and the other is a remote_code compatibility break; different code paths and fixes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "These are both dependency/version complaints, but one is a generic transformers dependency issue and the other is a PEFT minimum-version bump problem; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "One is an auto-docstring crash with future annotations; the other is a Gemma 4 processor import failure. No shared underlying code defect." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but 44351 is a specific missing export and 45278 is a broad upgrade report with many import errors; too coarse to merge." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading failure for Qwen3VL MoE models and the other is incorrect save_pretrained keys for Qwen3.5; different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and symptoms: missing MoE load-balancing loss vs. mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "A video-classification pipeline processor lookup issue is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but one is about a SigLIP2 example/model mismatch and quantization failure, while the other is a stale TextClassificationPipeline parameter mention." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "An unexpected-zero-probabilities model bug is unrelated to a Sam3Video CUDA OOM report." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer paths; not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 has nothing to do with tensorboard being installed without TensorFlow." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "A Python version compatibility failure is unrelated to an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The title 'ADD THE DATA' is too vague and does not match the FP8/B200 inference failure." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is a config validation error for head_dim; the other is stale config.dtype after from_config(dtype=...). Different issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading bugs, but they concern different models and failure modes, so they are not the same underlying defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different model families; the shared v5 context is too broad to call them duplicates." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant_mask generation and the other is rope/index position scaling; different logic and fixes." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they affect different model configs and different attributes/default-initialization bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not propagating are separate embedding-state bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to a model-loading TypeError from init_empty_weights." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Generic AutoTokenizer ignoring tokenizer.json and a Mistral regex-patching crash are distinct tokenizer-loading problems." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird special-token registration/decoding and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral-3 FlashAttention failure and Kosmos2.5 long-OCR index error are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/offload, but one fails during saving and the other during dequantized loading with device_map=auto." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed optimizer OOM with Adafactor is not the same as optimizer.step being invoked twice under deepspeed." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A Mistral tokenizer regex crash and a CI failure in list_repo_files revision forwarding 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": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:46291|issue:46399", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44246|issue:44496", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:42491|issue:43299" + ], + "prepared_review_unit_hash": "c16f45487339ede7fae5cfd7317127a4979a2ac16426d78003e3ab00bf755675", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is semantically over-broad: most items are distinct Transformers v5 regressions, import/load failures, or docs/tests issues rather than duplicates. I would not merge any soft edge; the safest representative issue is the concrete import regression in issue 43824.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 is the best single representative because it is a concrete, user-facing import/export failure with multiple discussions and inbound references, and it sits near the common 'v5 breaks model loading/imports' theme shared by several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Among this mixed set, issue:43824 is the clearest triage anchor: specific, reproducible, and higher-signal than the more niche or maintenance-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: processor save_pretrained file handling vs a Chinese report about slow filtering after upgrade. No shared code-path." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM/MoE internals, but the bugs are different: missing rms_norm_eps precision issue vs torch.split return semantics in a different component." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir(transformers). Not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLUkeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated model/task bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend/install packaging issue vs torch/transformers version incompatibility; different failure modes and fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency/backend install packaging problem vs Python version support regression; related only at a very broad environment level." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-kernel regressions, but one is Ministral FlashAttention and the other is compiled flex_attention on newer torch. Different concrete code paths." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipeline import failure due to kernels package metadata vs Qwen3.5 use_kernels registration/decorator crash; distinct root causes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are separate model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same bug as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 model breakage are different model-loading issues with different failure points." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill and CLIP hidden_states=None are unrelated regressions." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and glm-4v-9b loading failure are different model/config bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to Python 3.9/3.10 support in 5.1.0." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute on one model is not the same as trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs inconsistency does not match a performance regression in import time." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime compatibility issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend due to install extras are different import/dependency regressions." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export and Python version incompatibility are not the same issue." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI handling and wrong docstring for position_ids are separate documentation/utilities issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration failure are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils and stale generate warning are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 zero3 loading failure are separate bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False and missing auxiliary losses when denoising is off are analogous only at a high level; different models and different gating logic." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE version regressions, but they describe different model families and different loading failures; not safe 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": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:43901|issue:45003", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "7fce0aa335d02d14c31871112291bea222d042850d28aa764cffcc9f63984da8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36812, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs are superficially similar by subsystem or model family, but they describe different concrete bugs. I would not merge any soft pair as duplicates; the only loose thematic overlap is tokenization/config regressions, but even those are distinct.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45701 is the broadest tokenization-regression report in the group and the closest thing to an umbrella issue, but it still does not cover the many unrelated bugs in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue has to represent the cluster, issue:45701 is the most general and likely to capture the recurring version-dependent tokenization complaints; otherwise there is no strong single canonical because the cluster is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Same model family, but different failures: sliding-window handling vs chat crash. Not the same code-path problem." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit image processor label reduction is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both touch processor-related areas, but one is video-classification pipeline processor lookup and the other is audio feature extraction. Different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both are backend/model runtime issues, but they affect different models and different failure modes. Not mergeable as one bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages/symbols; same symptom class, not the same underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export failure." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting and cache length configuration are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different code paths." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation indexing and max_cache_length handling are both cache-related, but not the same concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but one is CPU-offload rotary embedding compatibility and the other is kernel registration/decorator failure." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position-ids buffer access and a tokenization slowdown/regression are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video encoder attribute error and SAM3 litetext memory overflow are distinct failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available affect different code paths and different breakages." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Too little evidence that these describe the same concrete Flash Attention 2 support bug; one is a specific model incompatibility, the other is a generic topic." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed/accelerate weight conversion and ZeRO3 deque IndexError are different distributed-loading failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resizing and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing vision config field under strict loading and the other is AutoModelForCausalLM.from_config not unwrapping text_config. Different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaults and import slowness are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as Qwen vision config field handling." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 issue and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization-adjacent behavior, but one is an embedding resize bug and the other is a broad version-dependent tokenization change. Not the same issue." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of a utility function in v5 and a missing decorator on apply_rotary_pos_emb registration are different 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": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:43475|issue:43540", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:45685|issue:46431", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44749|issue:45310", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "bc4321425e59455b2cfd7b5904b5e7ca91f3a1422f7790c164816b7742735c08", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports across tokenizer loading, generation/cache behavior, SAM3/Qwen/Gemma model issues, config validation, and save_pretrained quirks. None of the soft pairs look like true duplicates of the same concrete bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44479 is the strongest canonical issue candidate: it describes a clear, broadly impacting v5.3.0 regression, names the affected model families, and is framed as a single actionable code-path break.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best issue to anchor triage because it is specific, high-impact, and likely to attract the right fix without conflating multiple symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: a memory leak on deletion/GC versus a final-partial-batch pipeline result drop." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and SAM3 auto-mapping cleanup are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings, but one is serialization inconsistency and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A tokenizer/model loading regression is not the same as masking real tokenizer errors when protobuf is missing." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failure modes: missing SAM3 output attribute versus Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward stale cache crash is distinct from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "These are separate model/config issues with no shared concrete defect." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows/ROCm import dependency failure are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained breakage is not the same bug as a double optimizer step in deepspeed." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram Int support and missing chat template are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration and ESM2 breakage are different issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM do not share a concrete underlying bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash and flash_attention s_aux=None AttributeError are different failure sites." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder is unrelated to the sam3_video/sam3_tracker config mismatch warning." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-weights config warnings and stale num_return_sequences warnings are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API acceptance and Gemma token roundtrip issues are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm import errors are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on load is not the same as a tied-embeddings warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile branch divergence in attention kernels is unrelated to a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile themes, but the actual bugs differ: divergent kernels versus lazy cache init recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy layer issue is unrelated to MaskGenerationPipeline dropping the last partial batch." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure and a torch.distributed import problem are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but one is tokenizer_config metadata and the other is missing processor files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a >10x performance regression are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 being broken are different underlying problems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A performance regression is not the same as deepspeed calling optimizer.step twice." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing save_pretrained files and double optimizer stepping are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Slow processing after upgrade and Qwen3.5 MoE from_pretrained errors are different failures." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "A generation helper issue after sync_gpus and missing cache in chunked_prefill are related by theme only, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:44964|issue:45137", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "5fc217626b55ffd949dfd6fb782aa28bd4b8961124016e86b65360f89212c5fd", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster, but there are two real duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The rest are same-subsystem or same-family lookalikes that do not share a concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best anchor because it is part of the clearest duplicate pair (42673/43704), is the older/more-discussed report, and the rest of the cluster is mostly unrelated noise.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global issue candidate since it has the most convincing duplicate evidence and the richer discussion among the duplicated issue pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Gemma eos_token_id mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both are model I/O failures, but one is quantized save_pretrained and the other is Qwen2.5-GGUF loading on v5." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report versus a specific gemma-4 ZeRO3 from_pretrained bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/decoding regressions, but different models and code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different failure modes: SAM 3 attribute error vs missing fields in AutoConfig with trust_remote_code." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated topics: TF32 API warning versus InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe v5 issue vs processor.save_pretrained missing files." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and causes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and symptoms: SAM 3 missing field vs qwen2.5-vl video position_ids regression." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but a load error and a dropped vision config field are too different to merge." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4Config pad_token_id AttributeError are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration crash." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different APIs and code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Gemma pipeline roundtrip on \u2581." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading issue versus DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are different problems." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 42673 is the older, fuller report." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug is unrelated to a Qwen3_5 infinite-loop image case." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError bugs, but the affected subsystems are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve FP8 or Qwen models, but one is save_pretrained and the other is a from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and different regressions: Qwen3-VL-Moe vs Qwen3.5 Moe load error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and APIs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation state update bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Tensorflow backend packaging bug and leftover dummy PT classes are different packaging issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Tensorflow backend installation and a bad image_utils import are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Identical title and same Qwen3.5 Moe from_pretrained error; these are the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge verdict is too strong: issue:45310 and issue:45478 have identical titles ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so rejecting them as different bugs is not supported by the packet. The Qwen3ForCausalLM duplicate pair (42673/43704) looks fine, but this unsupported rejection means the evaluation should not be accepted." + }, + "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": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:43278|issue:45137", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:30990|issue:35141", + "issue:30333|issue:33290", + "issue:42898|issue:44568", + "issue:44623|issue:45310", + "issue:42222|issue:45200", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44295|issue:45656", + "issue:42898|issue:45356", + "issue:44075|issue:46231", + "issue:42898|issue:43295", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:27957|issue:30333" + ], + "prepared_review_unit_hash": "7a6f3520d3aae06fba27b6d0063c01df11e6c6e68d7de6c3e067447781419075", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a cohesive duplicate cluster: it mixes tokenizer/v5 regressions, model-loading bugs, training/optimizer issues, docs, and test/infra problems. None of the soft edges look like the same underlying bug, so all should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42898 is the closest thematic anchor because several candidates are tokenizer-v5 regressions, but the cluster is still too heterogeneous to support a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the broadest and most representative of the only recurring theme (tokenizer behavior changes in v5), though it is not a safe global duplicate canonical for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated bugs: model config loading failure vs a pytest-xdist race writing captured_info.txt." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different code paths: dtype drift in evaluation vs a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy-field model-loading bug is unrelated to a test harness file-race issue." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "CI/test utility race condition vs broken auto_mappings references; same area of maintenance, not same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version incompatibility is unrelated to a missing/nonexistent import from image_utils." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to MoE load-balancing-loss handling." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and partial-batch pipeline handling are different defects." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang vs embedding resize/reinit behavior are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failure and Adafactor OOM in DeepSpeed are unrelated training issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about cleanup-space behavior and the other about add_special_tokens/BOS-EOS handling; different concrete failures." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model imports and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config-default initialization and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig defaulting and ModelOutput key assignment are unrelated internals." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both touch multimodal models, but one is a missing image-processor method and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and doc parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to a missing Qwen2_5_VL export." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors/models and are not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "General AutoTokenizer loading regression and mdeberta special-token handling are different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the Deepseek codec/tokenization issue is not the same as clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and double optimizer-step under DeepSpeed are unrelated training/runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec/warning issues are a different code path from clean_up_tokenization_spaces." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is tokenizer cleanup behavior in v5; the other is processor/tokenizer API breakage for custom model code." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy-class cleanup are unrelated repository hygiene issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen models, but they are distinct bugs in different classes and code paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are unrelated save-path bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing image_utils import and leftover dummy PT classes are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 support and MLflow failure reporting are entirely 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": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45656", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:30333|issue:34689", + "issue:44297|issue:45656", + "issue:30333|issue:36331", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:35141", + "issue:44448|issue:46132", + "issue:22355|issue:28282", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:45071|issue:46082", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:45381|issue:46305", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43232|issue:46424", + "issue:44373|issue:44485", + "issue:44206|issue:45103", + "issue:44734|issue:46421", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:44279|issue:46328", + "issue:43723|issue:44871", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "ff6d830b8ead6366e23864acf2fcc1efdd606dc3d22e068e1a208107a81d5fb4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports, with a broad theme of v5 regressions, import/loading problems, and a few model-specific defects. None of the soft pairs look like the same underlying issue, and there are no PRs in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43723 is the broadest representative here: it captures a general v5 tokenizer-loading regression, which is closer to the cluster\u2019s recurring import/loading/version-break theme than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue to anchor the cluster because it is general, version-related, and more central than the narrowly scoped model or API-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting and a Llama model-loading regression are unrelated bugs in different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as DeepSpeed double optimizer stepping." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job reporting via MLflow and CustomTrainer.compute_loss arg compatibility are separate problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file export; different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to missing processor save_pretrained files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default init and non-persistent buffer corruption are distinct code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to embedding resizing/reinitialization in post_init." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Both are version/behavior changes, but Pegasus output drift and AttentionInterface.register are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "These are both tokenizer-related, but one is a BPE-marker handling bug and the other is a tokenizer import/load regression." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and attention-registration behavior changes are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures in different packages with different missing symbols; they do not share the same root cause." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Vision attribute access and MoonshineStreaming mask off-by-one are separate model-specific bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat templates are entirely different features and failures." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking break and LlamaConfig head_dim validation are different configuration issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init incompatibility do not share the same code path." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different video vision-position-indexing bug versus a streaming mask off-by-one in another model." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are separate regressions." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is shard-size behavior; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max length handling are related to generation, but they are different defects." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo for position_ids is unrelated to the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument regression and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache behavior, but server tensor-indexing crashes and lazy cache init recompilation are distinct problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access errors and processor.save_pretrained missing files do not share a root cause." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg updates after sync_gpus and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a padding performance regression are not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are adjacent but distinct configuration/loading issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different 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": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42831|issue:45753", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:22355|issue:28218", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42796|issue:43122", + "issue:44368|issue:46305", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:43550|issue:46132", + "issue:44188|issue:44373", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "1276a0ae3323e1b5f6dd5615027fe4f4383ada3ad3ba57089e5a154996dda93a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain any safe duplicate soft edges. The only reasonable umbrella issue is the broad import-regression report, while the rest are distinct model-, tokenizer-, serving-, or quantization-specific bugs.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like report here: it describes multiple import errors after a version upgrade, so it is the most plausible canonical issue for the import-error subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it covers a wider failure class than the more specific import/tokenizer/model regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: MLA q_a_layernorm epsilon/config precision issue vs remote-code meta-init incompatibility for InternVL2." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized save/load, but they target different mechanisms and models (dequantized Ministrals/Devstrals vs sinq save_pretrained/from_pretrained)." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Related family (Qwen/vision) but different failures: meta initialization incompatibility vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms: loading hang in Sentence Transformers vs zero-probability outputs in siglip2-base-patch16-224." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Different code paths: non-persistent buffer junk vs an off-by-one sliding-window mask in MoonshineStreaming." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor split/indexing issue is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degeneracy with flash_attention_3 is a different bug from NaNs during checkout/init." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serving request rejection and Gemma4Processor missing _tokenizer are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug in transformers 5.0." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different models; not the same underlying fix." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: default multimodal subconfig initialization vs rotary_pct not persisting on reload." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same Sam3 area, but different defects: model-type warning/mismatch vs text encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No shared underlying bug: missing transformers.onnx module vs Flash Attention 2 support for XLMRoberta." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression and infinite-loop-on-image are separate failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error umbrella, but 42757 is one specific missing symbol; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping behavior is distinct from add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different tokenizer issues: ONNX import failure vs extra space after an added token." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated: Flash Attention 2 with XLMRoberta vs Sentence Transformers loading stall." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading of tokenizers is unrelated to the wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Ministral BPE-marker handling and the other is a broad tokenization change across versions." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning is unrelated to the MoonshineStreaming sliding-window off-by-one bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling is unrelated to D-FINE losing auxiliary losses when denoising is off." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but different issues: configuration warning vs memory overflow in sam3-litetext." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading and quantized model saving are separate bugs." + }, + { + "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:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a NameError importing sentence-transformers are different import/CLI regressions." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile+SDPA failure is not the same as AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring error." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior settings and torch.split return values 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": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:44117|issue:44704", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44514", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "a7e3e6bf01114067e2602abe1bb91fa67559b9d2186c13f0a568f8706b65035b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36912, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate clusters were confirmed here: the soft pairs are mostly superficially similar (imports, tokenization, multimodal, Qwen/SAM issues) but describe different bugs or code paths. No PRs were present.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different failures: one concerns reading registered position_ids buffers, the other tokenizer_class metadata written by save_pretrained." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is TOKENIZER_MAPPING_NAMES returning None; the other is AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Config precision bug in MLA q_a_layernorm is unrelated to a docstring complaint about position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/load dequantized model issue is unrelated to incorrect generation under pipeline parallelism." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and contexts: Sentence Transformers loading stall vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both mention model internals, but one is missing RoPE layers while the other is a tied-weights warning for Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Broad import errors after upgrade is not the same as a specific AutoImageProcessor import failure." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and GLM-5 GenerationConfig validation are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility is unrelated to pipeline parallelism output corruption." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping error and a model loading problem for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on assistant tool-call messages are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions are not the same as assistant_masks being all zeros for multimodal inputs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions: version-to-version tokenization drift vs continue_final_message behavior with mistral_common." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug in Qwen3 is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug is unrelated to tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returning empty multi-label results is unrelated to mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer access." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM 3 issues: model-type warning vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure is unrelated to gguf_file breaking tokenizer/model from_pretrained." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and FP8 save_pretrained moe are separate behaviors." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are both import errors but not the same symbol or cause." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to apply_chat_template crashing with padding=False." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption while the other is a from_pretrained error." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub is unrelated to missing HybridCache from transformers." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor/pipeline training bugs do not match an example script returning empty classification results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype regression is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure 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": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43673|issue:46328", + "issue:42673|issue:43906", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "11c39cbbbcf9605def56246a4014eaab1a65de19dbbc21c362c3ddf7511154b5", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, training, import, vision, attention, and docs regressions. None of the soft edges look like true duplicates or mergeable same-bug candidates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the most plausible anchor among otherwise unrelated issues, but the cluster does not form a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative only because it is the most general regression report; it is still not a good true canonical for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific missing symbol in configuration_utils and the other is a broad post-upgrade import regression; not enough evidence of the same code-path bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight-loading mismatch and AutoProcessor kwargs passthrough are different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; distinct bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are both tokenizer-adjacent but not clearly the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are separate failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are different problems." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python-file errors and a docs parameter-name mismatch do not indicate the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Moe reports with different failure modes and code paths; not safe to merge." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate version-gating bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args not used and trainer.evaluate() failing after train are distinct trainer-related issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose models and Ministral FlashAttention failure are unrelated model-specific bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label results in an example script is unrelated to a pipeline() error message regression." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor output-length behavior and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3 VRAM leak and Ministral tokenizer BPE-marker handling are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state handling under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are distinct training vs generation issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not clearly the same defect." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling and an AttributeError in flash_attention.py for sink-less models are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention version check bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in v5 and a padding performance issue are different areas." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak report and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Device-dependent lm_head.weight serialization and NaNs in classification heads are separate 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": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + 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"component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic group of unrelated Transformers bug reports. I would keep issue 45278 as the broadest representative because it summarizes a general import-regression class, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 45278 is the broadest, most general report in the set: it describes multiple import errors after upgrading Transformers, which makes it the best umbrella representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most suitable global representative because it is broad, upgrade-oriented, and can plausibly subsume adjacent import-regression reports better than the more model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-related breakages, but one is an init_empty_weights/_is_hf_initialized error and the other is PretrainedConfig type checking; different code paths and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer correctness, but they target different models and failures: Qwen3 offset_mapping vs Deepseek tokenization output." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is batched video-processor shape handling, the other is a crash loading a video model without torchvision; related area, different bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation problems: invalid GenerationConfig for GLM-5 versus flash-attention generation failure for Qwen3.5." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated issues: a PEFT version pin bump versus a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-next, but one is missing projections in a layer and the other is a from_pretrained load error; not the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different files and different problems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules: layer_type_validation versus AutoImageProcessor." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a small bug and the other is a pytest-xdist race on captured_info.txt; different underlying issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same fix." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a flash_attention_3 training degeneration bug, the other is an incorrect checkpoint saved for Qwen3.5; different behavior and code path." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig versus stale model.config.dtype after from_config(dtype=...); different state-management bugs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different tokenization regression versus a noisy logging message; no shared underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_* versus a key error loading MobileLLM; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime failure in 3d_parallel.py and a testing_utils bug are not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance inefficiency are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm precision drift are different problems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the doc typo in set_training()." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash import warning and multi-thread VRAM leak are different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size and a Qwen3.5 from_pretrained error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/callsite failures: missing layer_type_validation versus _torch_extract_fbank_features issue." + }, + { + "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 for GLM-5 is different from unrecognized model/config loading." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44933 is one missing import from image_utils while 45278 reports a broader upgrade-wide import regression; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and a FineGrainedFP8 accuracy issue are distinct precision/performance concerns." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-next loading problems with different symptoms and likely different fixes." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and an undefined tf backend error due to tensorboard-only install are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step being called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions across v5, but one is decoder type selection and the other is changed tokenization output; not enough evidence of a single underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:45440|issue:46172", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:43097|issue:46050" + ], + "prepared_review_unit_hash": "09f5cf84e584865ba7ade27fe701579d746d801bd77b2bb8efd96b6dc18c8f33", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and model-specific bugs, but the soft pairs are not duplicate-grade matches. They usually share a broad theme (imports, model loading, attention, or config changes) without the same concrete code path or fixable change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43097 is the clearest broad regression report in the set: a concrete v5 breaking change with downstream impact, making it the best representative issue for the cluster even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the strongest global issue candidate because it is specific enough to be actionable, yet broad enough to stand in for the cluster\u2019s recurring v5 compatibility regressions better than the many narrowly scoped model/import bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Both mention backend/model setup, but one is about missing TensorFlow in a torch install while the other is a broken vitpose model package path." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is an API removal complaint; the other is an unexpected key/position-id mismatch across many models. Different failure modes and fixes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Both are about multimodal token counting, but one is a missing processor method and the other is a config epsilon precision mismatch." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "These are different bugs in different model families: torch.split return handling versus RoPE implementation." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype behavior, but one is a PyTorch warning during compile and the other is Blip2 components staying float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing utility bug are unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are separate API/typing issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regressions are unrelated to the TensorFlow backend being missing when only tensorboard is installed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions behavior, but one is an API contract failure and the other is a streaming inference issue for a specific model." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronH support; different model-specific enablement issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3.5 MoE loading errors with no evidence of the same underlying bug or patch." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen/VL load issues, but one is a generic weight-shape mismatch and the other is missing layer projections in a specific architecture layer." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/transpose issues in different model internals; not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in a DSA indexer and a comb transpose bug are unrelated implementation mistakes." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both relate to attention, but one is FlashAttention failure in Ministral and the other is training degeneration with flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both touch Qwen3-VL/Qwen3-VL-Moe loading, but they describe different breakages and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config helper and a gguf_file/from_pretrained loading breakage are unrelated regressions." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "One is an AutoProcessor/torchvision dependency crash; the other is a testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access safety and a testing helper bug do not share the same underlying defect." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are model-specific runtime problems, but one is an infinite loop on a specific image and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A nonexistent image_utils import and a documentation parameter mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing multimodal-patch method versus torch.split return handling are separate bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill and MaskGenerationPipeline dropping the last partial batch are different pipeline failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision dependency crash and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a model-specific loading failure are not the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Config rms_norm_eps precision mismatch versus GLM-5 RoPE implementation are different model/math issues." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE and a testing utility bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision versus mistral_common ReasoningEffort import failure are different dependency/import problems." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 comb transpose bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors from dependencies, but they affect different symbols and packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not applying in model_init are different training-stack bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed API in v5.0.0 and a flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal and a quantization save/load failure are different regressions with different 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": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "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:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "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:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43066|issue:43906", + "issue:45712|issue:46298", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "4f7853eb35709abf4be9154270035d36bb78529e0d9e4ec2b7c4dc244b9f23e4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37428, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bug reports spanning distinct subsystems; none of the soft-similarity pairs look like true duplicates, so I rejected them all.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest standalone report here: it has a concrete, reproducible failure mode and clear user impact, but it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different bug classes: offline file-loading/network behavior vs missing encoder weights in UMT5." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing attention projections while the other is a config field being dropped by @strict." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility error is unrelated to missing qwen3next projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they involve different symbols and different broken APIs/modules." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction argument collision is different from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config attribute in v5 is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train() failure is unrelated to importing Trainer being affected by datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both involve loading/helpers, but cached_file kwargs propagation is a different bug from auto-docstring annotation handling." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision import handling is unrelated to tokenizer mapping assumptions in from_pretrained." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling backend bug is not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL export/import is unrelated to AutoProcessor crashing without torchvision." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a missing backend mapping for tensorflow_text." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights is a model-loading bug, not the save_pretrained shard-size question." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure and Pipeline save_pretrained failure affect different save paths and object types." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are unrelated to Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Bfloat16 compile warning is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is not the same as Qwen3.5 infinite-loop generation on a specific image." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning during compile is unrelated to the tie_word_embeddings config warning." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline task messaging is unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder-type mismatch is unrelated to the isolated reproduction of a different issue." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class leakage/check_repo failure is unrelated to a noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support error for NemotronH is a model capability issue, not GPT2 attention scaling." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config attribute in v5 is unrelated to logging noise." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error is unrelated to the Python-version compatibility issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a deepseek-v4 tensor transpose bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Trainer import problems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/MoE save or load bugs, but FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failures." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "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:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42175|issue:46365", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44483|issue:44514", + "issue:45698|issue:46172", + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:44625|issue:46365", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:45276|issue:46077", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "12406937f5da6622f4f039612e47dbc103ef1db1dfff32b6c717d62975bfac95", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37122, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes unrelated import errors, model/config regressions, save/load bugs, tokenizer/chat-template issues, and backend-specific behavior changes. I found no soft pair that clearly shares the same underlying bug/change, so all candidate duplicate edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43618 is the clearest representative anchor: a concrete, well-scoped v5 regression in CLIP output handling, and it sits near other CLIP-related regression reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43618 is the strongest single issue to anchor the cluster because it is specific, reproducible, and central to the nearby v5 regression reports; it is more representative than the more one-off import/config/save bugs elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes: backend/dependency packaging versus Trainer import breakage." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Unrelated import error in configuration_utils versus unwanted network requests in local_files_only mode." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different bugs: xLSTM training failures versus BeitImageProcessorFast label reduction." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both are warnings, but about different paths: local model path handling versus bfloat16 compile precision warnings." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different compiler/backend problems: a PyTorch precision warning versus flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same underlying issue." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-style chat completions API rejection, the other is apply_chat_template crashing on batched input." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated: wrong custom module restored after save/load versus a DeepSeek tensor/dtype transpose bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed config references is unrelated to a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but different problems: loading regression versus fp8 inference support request." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention-related regressions, but they affect different models/code paths and different symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same CLIP family, but one loses attentions while the other loses hidden_states; different concrete regressions." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different load failures: Qwen3VL-Moe loading breakage versus a sorted-state_dict model load error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline.save_pretrained behavior." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different layers: chat/completions API acceptance versus tokenizer chat-template crashing on tool-call messages." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model configs/outputs; no shared code path evident." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a layer-drop bug in Smollm3 and the other is a GLM-5 implementation discussion." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug is unrelated to a Trainer import issue." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5 issues, but one changes clean_up_tokenization_spaces behavior and the other has a decoder type regression." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures for different exported symbols from different packages." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resize propagation versus bidirectional attention masks." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save/load, but one is base_model_prefix loading and the other is saving Pipeline objects." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: Pipeline.save_pretrained versus quantized-model save/load via sinq." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated config attribute bug versus a patchtsmixer post_init validation rule." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern checkpoint loading/saving, but the concrete failure mechanisms and affected models differ." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility issues, but they target different Python versions and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model-specific runtime limitation versus a loss-function/auxiliary-loss bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config validations: Gemma4 attention-mask construction versus LlamaConfig head_dim acceptance." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and unrelated fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention-output regression is unrelated to Qwen3.5 checkpoint corruption after save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation problems in different model families; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "cba4936b61c96c7365841ace451d0f96ed00ccce70aee87597248472dd85a922", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by broad v5 regression reports, but the individual issues point to different concrete failures (tokenizer loading, tensor parallelism, config fields, memory, CI, cache updates, etc.). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The most representative issue is the broad upgrade-regression report about many import errors after moving from 4.57.0 to 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it explicitly captures the broad upgrade regression theme that most other titles loosely resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general and concrete anchor for the cluster\u2019s shared \u2018v5 breaks things after upgrade\u2019 theme, even though the rest are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/token loading, but one is a missing embedding weight and the other is a Qwen3.5 Moe from_pretrained error; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer state on FSDP2/PEFT vs a cache strategy typo; unrelated failures." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/Layer update no_grad behavior is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args not used vs import failure caused by datasets dependency; different code paths." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors vs Python 3.13 IndentationError in DebertaV2 import; not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting load error vs missing Qwen3.5 vision config field; different model-loading problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict load failure vs Gemma pipeline roundtrip issue; different symptom and model." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure vs PretrainedConfig type-checking regression; not the same underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size attribute error vs FSDP2 optimizer-state corruption; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "SamHQ test seed flakiness vs xdist race on captured_info.txt; both test-related but different races." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration request vs a generic complaint that v5 breaks too many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * performance issue vs intermittent slow import; same area, but not the same concrete cause." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict load error vs Qwen3.5 save_pretrained saving wrong visual encoder keys; opposite direction and different bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight vs Qwen3.5 Moe from_pretrained error; not enough evidence of a single defect." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs TP OOM when loading Qwen2-57B-A14B-Instruct; related subsystem but different failure mode." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions missing vs patchtsmixer post_init restriction; different model behaviors." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad change vs Python 3.9/3.10 compatibility issue; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch ImportError vs tokenizer-loading regression; both loading-related but different libraries and failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions assignment vs CLIP text model structure inconsistency; same model family, but different API changes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing CLIP attentions vs LwDetrImageLoss AMP crash; different models and code paths." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated architectural issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API calls vs AddedToken special-argument TypeError; different tokenizer/network failures." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test seeding flake vs Phi-4-multimodal-instruct load failure; different model/test contexts." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override CI failure; both CI-related but not duplicates." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test flake vs auto_mappings referencing removed configs; unrelated test/model maintenance issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory regression vs checkpoint reload failure after upgrade; both v5-related but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained moe bug vs missing _tp_plan for tensor parallelism; different functionality." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained issue vs checkpoint reload incompatibility after upgrade; both loading-related but different objects and symptoms." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/Layer no_grad request vs dummy Conv2d in Sam3PixelDecoder; unrelated implementation changes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "transformers env command broken vs AttentionInterface.register behavior change; different utilities and failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leak vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan vs Qwen3.5 Moe from_pretrained error; related model family, but different concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:44315|issue:44360", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "66cf98e26d80b13e68feda424edf8db7841255ae111839efa90fdc179d1b556f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: import/export regressions, model-loading failures, docs issues, FP8/tensor-parallel bugs, and unrelated generation/training problems. None of the soft pairs look like the same concrete 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:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: compiled Python file errors vs post-upgrade slowdown while filtering data." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different code paths." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on job failure vs tokenizer loading regression; unrelated symptoms." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5-MoE, but one is tensor-parallel planning and the other is a missing config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/update no_grad issue vs generation kwargs update after sync_gpus; different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Runtime loading hang vs confusing forward docs; one is a bug, the other is documentation." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leak vs FP8 save_pretrained issue; different subsystems." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated local-files-only bug and a separate terse issue with no matching failure mode." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they affect different versions and different concrete behaviors." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Accuracy regression in FP8 vs missing processor method causing an AttributeError." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow tracking failure vs tensor-parallel training bug; not the same underlying defect." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated issue; no shared bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading errors vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors vs inability to save Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs a specific model-loading break for Llama 3.2 Vision." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "FlashAttention 2 support request for XLM-Roberta vs tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init application bug vs DSA indexer ReLU discussion; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub import vs broken transformers env CLI; related ecosystem area but not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs PretrainedConfig typing regression; distinct changes." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command failure vs missing Qwen2.5-VL export import error." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs ImportError for layer_type_validation; different artifact types." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated short issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env CLI vs Python 3.14 load failure; different regression surfaces." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs unrelated issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs ignored vs unrelated issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same change." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Adjacent RoFormer concerns, but one is kwargs propagation and the other is attention interface usage." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs documentation mentioning return_all_scores." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init Liger Kernel application vs FP8 inference on B200; different problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 vs a typo in cache strategies." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs broad complaint that v5 breaks many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files vs an uninformative generic bug 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": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44230|issue:46095", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "486eec4b8b58dbd5f7075744f59b94e739ec62c29a0e8c9b7eaa1a9c630d6140", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38843, + "estimated_input_tokens": 9711, + "estimated_eval_tokens": 19678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of Transformers issues, not a tight duplicate cluster. Most soft pairs are only thematically related (v5 regressions, import/lazy-loading, model-family breakages) and should stay separate. The broadest umbrella issue is the general v5 breakage report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models'), so it best represents the overall v5-regression theme even though it is not a precise duplicate of any one report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative because it is broad, current, and can subsume many of the v5 breakage complaints better than the more specific model- or feature-scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime complaints, but one is a lazy-loading problem and the other is a TensorBoard-without-TF backend error; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a general Qwen3-VL-Moe bug report and the other is a specific missing tensor-parallel plan on Qwen3.5 MoE; not the same code-path." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Completely different areas: Qwen3-VL 2D box output vs PretrainedConfig type checking." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is lazy loading not working and the other is unsafe sys.modules access in modeling_utils; too different to merge." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5 vision models, but the symptoms differ sharply: bounding-box output errors vs an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade regressions, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different model and different request: fp8 support for Qwen vs a weight-conversion-script question for DeepSeekV4." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific config AttributeError vs a broad 'too many models break' complaint; not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention import/lazy-loading, but one is import-time bloat from star imports and the other is missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint compatibility complaints after v5, but one is broad reload failure and the other is a specific remote-code/meta-init issue; not enough evidence of one root cause." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as the broad multi-model breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy text is unrelated to a general v5 model breakage issue." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrading are broader, but still a different failure class than the generic 'many models break' report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is slow imports from star imports and the other is an actual missing module import error for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 model-type warning vs Liger Kernel not applied via model_init; different subsystems and fixes." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and Qwen3-VL box-output hallucination are unrelated model-specific issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern imports, but one is import slowness and the other is lazy loading malfunction; not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and the inverse_sqrt scheduler bug are separate features." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error is not the same as an unspecified generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL generation/output issues are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is distinct from a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and inverse_sqrt scheduler kwargs are unrelated option-passing bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time performance regression vs missing HybridCache export; both are import-related but not the same root cause." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Star-import cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 support breakage is separate from generic v5 model breakage." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen issues: 2D bbox output errors vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy and tied-weights key handling are different model-internals bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward vs tokenizer loading regression; no shared underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel model-init application and flash_attention_3 degenerate training are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "An env command regression is not the same as lazy loading not working properly." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are separate bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report cannot be treated as a duplicate of a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are different features." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "The transformers env command and the missing Qwen3_5ForCausalLM import 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": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "630b565c169da06ee89fea3e71020f6b58762a48115169c43cb3bae36ef370b2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883351, + "estimated_input_tokens": 220838, + "estimated_eval_tokens": 441932 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40307, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of issue reports, mostly model-loading/regression/behavior complaints with only superficial title overlap. I found no soft pair that clearly describes the same underlying bug, so I would keep a broad v5-regression umbrella as the issue anchor and reject all candidate duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s repeated theme of v5-era regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most general and reusable issue to represent the cluster; it can absorb broader v5 breakage reports better than the narrow, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model/code paths: Qwen3VL timestamp logic vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated areas: processor timestamp calculation vs scheduler keyword handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf concern is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating behavior and a dtype/transpose bug are different concrete problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward signatures is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward doc confusion are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE math in GLM-5." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different architectures and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance has nothing to do with a VRAM leak bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Both are v5-era failures, but one is broad breakage while the other is a specific import error; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests are unrelated to timestamp computation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp logic and missing save_pretrained files are different issues." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to a multi-thread VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are separate bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding do not match." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are different missing-symbol problems." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap is unrelated to a module import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a generic behavior change and the other a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated/spurious 'Unemployment' title." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated title do not indicate the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated/spurious title." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the unrelated/spurious title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support discussion is unrelated to missing processor.save_pretrained files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after training failure is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint-load slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request/bug is unrelated to a Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are not the same failure." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and fp8 inference support are different feature areas." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention interface usage." + }, + { + "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": "A type-hint issue is not the same as tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value usage and loss-kwargs forwarding are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding is unrelated to attention-interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling does not match tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss masking and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value handling is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs forwarding and a config type-hint error are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a typo in quantization code are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm being RMS norm is unrelated to a ModernBERT type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to a ModernBERT config annotation bug." + } + ] + }, + "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": "c6abf96d9482be0c3320abf3ecc7928fd23378bc66bba9058087d3a22d94e002", + "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 unrelated feature requests/questions: truncation direction in tokenization, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word time offsets. There is no duplicate relationship in this cluster.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request, but it is not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest standalone issue and the best single representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics and code paths: truncation behavior vs Wav2Vec2 word boundary offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: token truncation direction vs a ReduceLROnPlateau-like scheduler API." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and problem statements; no shared 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": 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": "d50f6ab3e5bbc5dffd1074a4acf87950ac6c2f4f3e0ed2a500142768a256f324", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not true duplicates: one is about TAPAS tokenization mismatch, one about an authentication/error-message problem when downloading private models, and one about a model loading failure for bert-base-uncased. The only thematic overlap is general model loading, but the concrete bugs differ.", + "confidence": 0.89, + "canonical_issue_reason": "issue:16618 is the broadest and most general model-loading failure, so it is the best representative if one issue must be chosen, but it still is not the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 has the clearest user-facing failure and the broadest scope among the three, making it the most representative issue for the cluster despite the lack of true duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization mismatch is a different code path from a bert-base-uncased loading failure; they do not describe the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model authentication/download error is a separate problem from failing to load bert-base-uncased; same broad area, different concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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": "e20969b9c7e2af904f636ad6e4b4a5b4be62fe777d516290ad6aa3bb21d2c2c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature-request issues: one asks for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad theme of architecture support but not the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 26350 is a concrete request for Flash Attention 2 support expansion and is self-contained as that feature area.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, 26350 is slightly more specific and feature-targeted, but it should not be treated as a canonical for the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features with different implementation targets: Flash Attention 2 vs GGUF. Similar wording about adding support for more architectures is too broad to indicate 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": 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": "cbe38b0d0e992ebd67efb4933611ef2a9214a4ffc1e93c8e94104fa4b69bf58c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is not one true duplicate cluster: most items are separate i18n translation requests for different languages, while two tight duplicate subgroups stand out from the near-identical titles/bodies.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43834 is the best representative of the exact-match placeholder-title subgroup (earliest and central), but the broader cluster is heterogeneous across languages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest single issue to keep as a representative duplicate target for the placeholder-template subgroup, though it should not subsume the other language-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request/language; similar i18n wording is not enough to make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request/language; same broad docs-translation theme only." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request versus placeholder/template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Turkish vs Romanian), so these are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish), so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request does not match the placeholder/template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; too broad a match." + }, + { + "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; not the same concrete task." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request versus placeholder/template issue; not a true duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; same subsystem only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request does not match the placeholder/template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/title content; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/title content; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title/body pattern; looks like a duplicate copy of the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title/body pattern; likely the same underlying request duplicated." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Title/body pattern differs materially; not the same request despite i18n similarity." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Title/body pattern differs materially; not the same request despite i18n similarity." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title/body pattern; likely duplicate reports of the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title/body content; not the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/body content; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different language/title content; not a mergeable duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different language/title content; not a mergeable duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and near-identical body length; these look like duplicate copies of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet: it separates the language-specific translation issues from the two tight duplicate subgroups, and the true duplicate calls are limited to the near-identical placeholder-title trio and the identical Thai pair. No pair looks overstated beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "32fbee3f1e638f2e61bdb2619780d58f85f8a6c21ed9e3d4484b22cf37cf1158", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of distinct model-request issues across different models and modalities; the soft similarities are mostly generic \"add/support model\" overlap, not true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43671 is the most central representative of this cluster\u2019s model-request issues, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single anchor for the cluster because it is a broad, open support request and appears in many soft links, even though the underlying requests are still distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and request targets: EuroBert config support vs DEIMv2 model support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Unrelated model families and modalities; EuroBert config entry is not the same as Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model additions: EuroBert config vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model requests with different code paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio 1.5B is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and functionality; RF-DETR is not the same change as adding circuit-sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions, not one underlying bug." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and circuit-sparse transformer support are separate requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model; LFM2.5 Audio 1.5B is an audio model." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not the same change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model targets." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparse transformer support are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are separate model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE-related BERT-like models and Voxtral TTS support are different requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are distinct capabilities and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests with different code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS model support and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests, not the same artifact." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different models and different problem statements." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support and circuit-sparse transformer support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer support and EUPE model support are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are separate speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 target different model types and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests; not one duplicate change." + } + ] + }, + "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": "c8a6a2339da146346c5e9086d8d5674ec7bce39a75262e18ac51022a6b431d58", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open Vision RoPE refactor. There is no evidence they describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46443 is the more substantive technical topic and the better representative of this cluster; issue 38740 is a closed documentation request, not a code-path change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best issue candidate here because it is the only concrete product/code refactor topic, whereas 38740 is documentation-only and closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intents: docs request to add an optimization framework vs a Vision RoPE refactor. No shared targets, files, or code path; not a duplicate." + } + ] + }, + "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": "3330c50d98c1b268c4aec5464fecb2881a1a8bc064dc673bc3f03a0ba3b92016", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates: one is about block decoding, while the other requests DeepSeek v3.2 support. They concern different features/code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs model/version support for DeepSeek v3.2. No shared concrete bug or change path." + } + ] + }, + "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": "b5cfe43710aa6bbd193ef8da385a0564046de5d7bd1bca42aceb7c903eeafc4c", + "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 by the general theme of custom trainers, but they describe different problems: one is about `remove_unused_column` customization in `Trainer`, the other is about FLOPS estimation for custom trainers. I would not deduplicate them.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the broader Trainer-customization issue and is the more representative problem statement, but it is still distinct from FLOPS estimation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They overlap on custom trainers, but the underlying bugs differ: unused-column removal/customizability versus FLOPS estimation. They would not be fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 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": "9e5a694d165f33e40bc78fbd7a2f6cb657230654c17f13fbe0b68a1ae333d8d8", + "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": "Two closed feature requests in the same general area, but they target different Qwen variants and different AutoModel heads, so they are related rather than duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader request (registration for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration), so it is the better representative if one issue must be selected.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the more general API-coverage request and is slightly better as the anchor issue, but it should not be treated as a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "They concern different model families (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different auto-class support targets, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "ccd5951031165d952db16898a902f1abbea78ae8010558c2efbdd6f8bb56d176", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue 43835 appears distinct from the others by title. The three issues titled \"huggingface \" form a plausible duplicate cluster based on identical titles and stronger soft-similarity scores, but the packet does not expose body text, so the duplicate assessment should stay tentative rather than definitive.", + "confidence": 0.68, + "canonical_issue_reason": "43845 is the earliest of the three identically titled \"huggingface \" issues and is the best available representative if that cluster is treated as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue representative because it is earliest among the identically titled issues and has the strongest similarity evidence to 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and only weak soft similarity; not enough evidence to say they are the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no body text is available to confirm a shared bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete evidence of the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "They share the exact title and have high similarity, but the packet lacks body text and deterministic acceptance is false, so this remains unconfirmed." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Exact title match suggests possible duplication, but there is insufficient evidence here to confirm the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Exact title match and soft similarity are suggestive, but without body text this cannot be safely accepted as a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit overstated relative to the packet. The shared title 'huggingface ' and soft-similarity scores support a possible duplicate cluster, but the packet does not expose body text, so claims about 'same title/body pattern' or 'very similar issue text' are not grounded. Also, all pairwise edges are marked deterministic_accept=false in the packet, so the three positive duplicate verdicts should be phrased more conservatively or left undecided." + }, + "evaluator_used": true, + "retried": true, + "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": "0baabd84af7d3d74e761f52e4297e9311d7b2a0067692be12384e8065da589a0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam/noise: three issues have identical `` titles, while the documentation suggestion and Google LLC post look unrelated. There is no concrete bug or change report here to justify merging any pair as true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "44371 is the earliest of the repeated `` placeholder issues, so it is the least-bad representative for the spam subgroup; the other issues are unrelated noise.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the most suitable issue to anchor the cluster because it is part of the exact repeated placeholder set and is earliest among them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder spam text, but not a concrete bug/change report; do not merge as a true duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder spam text, but not a concrete bug/change report; do not merge as a true duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different topics: placeholder spam vs documentation suggestion." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and placeholder spam are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request and placeholder spam are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are identical placeholder spam, but there is no concrete bug/change to merge as a real duplicate triage match." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "80e99cfcc22cd761ea87cde60335029807b580d4b0a8a3b103a2be1ed2d22e07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue #45145 and #45151 are likely duplicates: they have identical titles, were opened a few hours apart, and the available soft-similarity signal is moderate. I\u2019d treat #45145 as the canonical representative, but not as a fully proven duplicate pair based on the limited body-level evidence shown here.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it is the earlier of the two issues and has the same title as #45151, making it the natural representative for a likely duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue to keep as the primary thread because it most likely anchors the shared discussion and was opened first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate: identical titles, close creation times, and a moderate soft-similarity score point to the same underlying issue. The evidence is enough to merge them conservatively, but not enough to claim certainty from the body text alone." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a likely duplicate relationship: the issues share an identical title, were opened hours apart, and the pair has soft-similarity evidence (jaccard 0.63). However, the analyst overstates certainty by claiming \"highly similar content\" and treating the pair as definitive duplicates without direct body-content evidence. Please keep the verdict more conservative (e.g., \"likely duplicate\")." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "fdc742f49ab5ad4b0c7f4f48d9a3238d539ff137e5cc8ba39cda64ec6edcdc5f", + "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": "The two issues are related only at a broad 4-bit inference level, but they describe different failure modes and root causes: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the cleaner representative because it states a concrete, broadly scoped regression in BitsAndBytesConfig with a specific failure mode and likely shared fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best issue candidate: it is more clearly described, more actionable, and tied to a specific configuration bug rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: Gemma4 audio-module torch.finfo() dtype handling versus BitsAndBytesConfig skip-module behavior clearing lm_head exclusion. Same inference area, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "3f61a3d834af9dd3320ffd742874aaef0054353b114235d905f9bd1d5b2c7ca2", + "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": "The cluster contains two closed issues with only name-and-date titles and no body content; they do not describe the same bug or request, so the weak text similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both lack any problem description and appear unrelated, so there is no clear duplicate set to anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles share a surname pattern but the issues have no bodies, targets, or references and appear to be unrelated entries rather than the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "11e061e98ce0201a5c5a7620a5dc60be863cbd0d3480f2cb3b8904562710efcd", + "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 closed issues look unrelated: both are just personal-name/date titles with no body or shared technical context, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not describe the same bug or request, only unrelated name/date placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication purposes; neither issue is a representative duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different titles with different names/dates and no supporting context; they do not appear to be the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "f080297727c84030c3f668dca8182958549ced49e6346fdedd03a872ce902233", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests and code paths: model-class support for token classification vs mixed-precision/FP8 training support. No shared target or concrete overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 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": "e8ca88cbd7492f5d6c93c86f6148fc3885b5f8ca41fe31c62788450783d54d50", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two likely duplicate issue pairs: 45870/45871 and 45872/45873. The 45869 finance dataset request is related by domain but appears distinct from the DataForge example/service requests.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is the best canonical representative for the first likely duplicate pair because it is the earliest of the two matching 'Example: Financial time series prediction with DataForge' reports, and the title/body-length/timing match strongly suggests a duplicate submission.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep as the representative for the cluster because it is a clear, self-contained request and has a likely duplicate twin, while 45869 and 45872/45873 are different requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad finance theme, but dataset bundle vs. DataForge example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad finance theme, but dataset bundle vs. DataForge example request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "High-confidence duplicate: identical title, same body length, and close timing strongly indicate the same report despite no body text being available." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial-time-series topic, but one is an example request and the other adds a scraping-service component; different underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial-time-series topic, but one is an example request and the other adds a scraping-service component; different underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Overlapping domain only; the requests are substantively different." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Overlapping domain only; the requests are substantively different." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "High-confidence duplicate: identical title, same body length, and close timing strongly indicate the same report despite no body text being available." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate grouping is plausible, but the writeup is a bit too strong for the evidence provided. The packet only gives titles, body lengths, and timestamps\u2014there is no body text or explicit linkage\u2014so calling 45870/45871 and 45872/45873 \"exact duplicate\" pairs overstates what is grounded. Please soften that to \"likely duplicate\" or \"high-confidence duplicate based on matching title/body length/timing.\" The non-duplicate separations look conservative." + }, + "evaluator_used": true, + "retried": true, + "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": "dc69c3db4b5a923c73392bde7acfb4997b4fb39c63fac88ecb9052d3743da3f4", + "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 point at static-cache handling around linear attention, but they describe different failure modes: one is a shape corruption/RuntimeError during early initialization, the other is a Qwen3.5 KeyError for `linear_attention`. Related, but not clearly the same bug for duplicate triage.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 46439 is the better canonical issue: it describes the broader underlying static-cache/linear-attention corruption in a model-agnostic way, while 46441 is a model-specific symptom (`Qwen3.5`) that looks narrower.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative because it names the likely root cause (`early_initialization` + static cache) and the concrete failure mode (`wrong shapes -> RuntimeError`) without being tied to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same subsystem, but the reported failures differ materially (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`). There is 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": 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": "c292687dcd59cfaa953b8f2056fd4f66edbff836ed05ad0b1fc0b193205cd091", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are very likely duplicates: they have identical titles, identical body length, and a perfect soft-similarity signal, so they appear to describe the same tokenizer problem. The available metadata is strong enough for duplicate triage, though it does not expose the full body text.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46551 is the earlier of the two reports and is already closed, so it is the best canonical representative for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46551 is the strongest single issue to keep because it is the first-created report and the metadata matches the other issue closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title, identical body length, and Jaccard 1.0 soft-similarity strongly indicate a duplicate issue pair, even though the full body text is not shown here." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is probably correct, but the writeup overstates the evidence in a few places. The packet only gives identical titles, identical body length, and a soft-similarity signal with Jaccard 1.0; it does not explicitly show the bodies or prove they are the exact same bug/description. Please soften claims like \u201cexact same bug\u201d and \u201ceffectively identical issue description\u201d to match the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "5a1525a50e0bf2f340854266cb1106d63bd6a235b409d6ba406bc6a36bbc9a24", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only look superficially similar by subsystem or generic \u201cadd/fix\u201d language. The only true duplicate-like pair is the two `fixed_cross_entropy` changes in `loss_utils.py` (43251 and 43254).", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the only duplicate pair: it has the explicit issue target, touches the exact same `fixed_cross_entropy` code path, and is a concrete fix for passing cross-entropy kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone representative because it is the most explicit, narrowly scoped, and directly tied to issue 43240; 43254 is essentially an alternate formulation of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model addition vs. Executorch dynamic-shape test; no shared bug or mergeable code-path overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API fix vs. adding MobileLLM; unrelated artifacts." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer missing-methods patch vs. Executorch export test; different subsystems and problems." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-instantiation robustness vs. new model implementation; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs. MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs plumbing vs. Mistral4 test updates; only broad training/loss adjacency, not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs. Mistral4 test fixes; different code paths and goals." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs. MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. config-resolution ordering fix; no duplicate underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model scaffold vs. Falcon output-interface refactor; different models and changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs. model-creation skill content; one is code, the other is tooling/docs, not the same artifact." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor vs. Mistral4 tests; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs. `layrnorm` conversion rename; same broad model ecosystem, but not the same concrete bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs. chat-parsing serve update; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs. TDT loss kernel integration; different features and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs. class config-resolution fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs. model-creation skill draft; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs. new-model skill draft; tooling/documentation versus model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to support extra `cross_entropy` kwargs for the same issue target (43240); they are effectively the same fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, 43251 and 43254, is well supported: both touch `src/transformers/loss/loss_utils.py`, target the same issue (`43240`), and are clearly mergeable into one PR for the same bugfix. The other pair rejections are consistent with the listed diffs and do not overstate overlap." + }, + "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": "0ff6632ca83883c2765746055ad5d1b508a80df6242667ad0f02d868e439b57d", + "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 efforts, but not the same change: PR 40546 implements the base VibeVoice model, while PR 42781 adds a separate VibeVoice Realtime variant with additional tokenizer/generation work. The overlap in filenames reflects shared architecture, not a duplicate fix/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better representative of the cluster because it is the broader, non-draft base VibeVoice implementation and appears more complete; PR 42781 is a distinct realtime extension rather than a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest standalone PR: it has the fuller base implementation, much higher discussion activity, and is not marked draft. PR 42781 is narrower and clearly a separate follow-up direction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: the PRs share the VibeVoice codebase, but they target different deliverables. 40546 adds the base VibeVoice model, while 42781 adds a realtime variant plus extra acoustic-tokenizer and generation changes. They are related, not the same underlying change, 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": "e3ccbf8304a51deef71cafd75a120b5a74df652f6a6f28f6695facf9895328f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They target different models and different code paths, so the soft similarity is a false positive.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items address unrelated feature work in different model families and do not appear mergeable into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global canonical choice because they solve different problems in different subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model features and code paths (TimesFM covariates vs. DINOv3 image classification); not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "479509714039c0b8445741c4c12d445b7368f84a17c00a71dbfa69535a0e087e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition efforts for different models (DeepSeek OCR, Isaac, Kimi2-6). They share boilerplate integration files, but not the same underlying bug or change, so the soft duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No clear canonical PR: these are distinct model additions, and none is a duplicate of the others. If forced to pick a representative, 45630 is the broadest/most reviewed, but it is not a true canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families and different codepaths; shared docs/auto-registration files are boilerplate, not evidence of the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are unrelated model additions. Overlap is limited to standard integration scaffolding, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "ff308a5c5820712c501943a5e2df20b3e070b2633bcdf3c882ddd09d84df256f", + "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": "These are related only in that they both touch GitHub Actions workflows, but they upgrade different actions for different reasons and in different code paths. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is a broader, clearly scoped workflow-actions compatibility update with explicit Node 24 motivation.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the stronger cluster anchor: it has the clearest purpose, wider workflow coverage, and more explicit compatibility intent than the narrower docker-action bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: 42975 upgrades several GitHub Actions for Node 24 compatibility (checkout/cache/upload-artifact etc.), while 42976 only bumps docker/build-push-action to v6 in Docker image workflows. They touch overlapping workflow files but do not fix the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "5e57563052ddab504badbfd7ab313987aa09803afc2ca02683a9297369d62d24", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17304, + "estimated_input_tokens": 4326, + "estimated_eval_tokens": 8908 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17304, + "estimated_input_tokens": 4326, + "estimated_eval_tokens": 8908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash). They share broad repository patterns like docs and auto-mapping updates, but not the same underlying change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a duplicate of the others; these are separate model-introduction efforts with different codepaths and targets.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43451 is the strongest representative only by scope/activity, with the broadest model integration footprint and the highest review activity, but it is not a duplicate canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations (ViT NEPA vs Molmo); shared docs/auto registry edits are not enough to treat as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are separate model additions with different files and codepaths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model introductions." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming but are distinct architectures and separate integrations." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different models; overlap is only in generic integration plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different model-specific files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash affect different model families and conversion paths; not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46541" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:46541", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "4ec9774fbcc931dea0c9b92fbed5fb6b46f3f1abaa39e16bbe7f74a93becde26", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16420, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16420, + "estimated_input_tokens": 4105, + "estimated_eval_tokens": 8466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: these PRs span unrelated fixes across Whisper decoding, CLIP/ViT tests, FP8 loading, generation validation, PhiMoE integration tests, and trainer tests. None look mergeable as one concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the candidates fix different code paths and different subsystems; they should not be collapsed into one duplicate group.", + "best_issue_reason": null, + "best_pr_reason": "PR #46380 is the strongest standalone fix among the set because it addresses a real generation-validation code path, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46541", + "accept": false, + "reason": "Whisper tokenizer decoding tests vs trainer batch-count tests; unrelated subsystems and no shared bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decoding logic vs CLIP/ViT test-only edits; different models and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding vs FP8 dequant/loading changes; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer decoding vs generation watermarking validation; different features and no concrete shared issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to PhiMoE integration-test changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only changes for CLIP/ViT are not the same bug as FP8 dequant/model-loading fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different areas: vision-model tests vs generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant fixes are unrelated to PhiMoE integration-test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch model loading/generation-adjacent code, but they fix different concrete problems and are not one PR." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and PhiMoE test setup are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "ca0f8165a4514f27d196b5ae4e5885ff7278d36290b527e9de26d8c6988f1cf6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "False-positive cluster: PR 43488 is a repo-bot/version-format check, while PR 43532 changes CI/workflow and testing utilities. The only overlap is an incidental shared Vit test file, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs target different code paths and purposes, so there is no single duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the better standalone representative because it contains the larger, coherent functional change; 43488 is a narrow repo-bot check and not related to it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the PRs are unrelated beyond a shared Vit test file; one is a setup/version-format check, the other is a CI/workflow/testing-utils change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "15977da8af6d1b430646a508c8d08520378e3748e08db4cce1e3da75e8359191", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by a shared pipeline-registration/docs scaffold, but they add different features: one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs implement different concrete pipelines with different model integrations and test surfaces, so neither subsumes the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative; they overlap only in shared docs/init metadata and target different segmentation tasks and code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features (concept segmentation vs visual segmentation) with different model/test files; shared docs and registration updates are incidental scaffolding, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "09bdb7f0bd9343f2826bb988ef8c401fd08d7cf33c399ec623b675a316c91086", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both trainer.py refactors, but they address different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 and 43663 solve unrelated trainer behaviors rather than the same underlying bug or change.", + "best_issue_reason": null, + "best_pr_reason": "43663 is the cleaner representative if one must be chosen: it is a focused helper extraction around column filtering, whereas 43651 changes loss-scaling semantics.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes in trainer.py: 43651 introduces _loss_is_scaled_for_ga for gradient-accumulation loss normalization, while 43663 extracts _get_signature_columns for model input filtering. Shared file alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "15e0186a82e58c2ee8a89b4d1ae8a92dde357e83cbe0ec110bd0bacc32aeff81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation/runtime import issues, but they target different failure modes: one adds future-annotations cleanup, the other fixes `TypeAdapter` handling when `pydantic` is absent. They do not look like the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more specific, concrete fix: it directly addresses the `TypeAdapter` NameError path by making the import optional and the annotation stringized.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it has the narrower, clearer bug statement and the smallest targeted change set for the runtime import problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Similar file and similar typing cleanup, but the fixes target different runtime issues: `__future__.annotations`/annotation modernization versus `TypeAdapter` import handling when `pydantic` is missing. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "90c207e540a2ba3a45fdd0ebf340ebdba42bed8ddd8481f7ae1dbc93499b8289", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75101, + "estimated_input_tokens": 18776, + "estimated_eval_tokens": 37808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bundle of separate per-model output-tracing refactors, not one single duplicate. The clear duplicate-like overlaps are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen family (44066/44085/44722); the rest are distinct model-specific changes.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best anchor because it is the later, broader GPT-J/CodeGen refactor with the same standardized output-tracing change set and a cleaner, more complete implementation than the narrower overlaps.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative of the shared output-tracing refactor theme: it covers the same concrete GPT-J/CodeGen code path, is explicit about the standardized decorator approach, and appears to subsume the narrower GPT-J variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different refactors; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; same general tracing theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the GPT-J output-tracing refactor pattern and overlap on the same concrete code path, so they look mergeable into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model implementations and code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated models; not a duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different implementation targets." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families; same feature area is too broad to call duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model file and appear to be the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are unrelated model refactors." + }, + { + "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-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44071", + "accept": false, + "reason": "TextNet and MPT are unrelated refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo and DeBERTaV2 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are the same GPT-J/CodeGen standardized output-tracing refactor family and overlap enough to be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to implement the same GPT-J output-tracing decorator refactor on the same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and Vits are different implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only groups the clearly overlapping GPT-Neo pair and the GPT-J/CodeGen family, while treating the rest as model-specific refactors. The accepted soft-edge pairs are supported by shared filenames and/or the same issue target, and the rejected pairs are reasonably explained by different model code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "88c9a01c14dd6ff99c33c005d7d69951083d9eee806fe1953ed185226a332f31", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs share a broad theme\u2014migrating model forwards to standardized output tracing/capture\u2014but they target different model implementations and code paths, so they are not duplicates of one another. This looks like a topical cluster rather than a mergeable duplicate set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a good cluster representative: it clearly shows the standardized output-tracing refactor pattern with explicit capture_outputs/can_return_tuple wiring and model-specific _can_record_outputs setup.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best overall exemplar for the cluster because it is a straightforward, self-contained instance of the recurring refactor pattern without relying on another PR\u2019s context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different execution paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model implementations; these are separate per-model refactors, not one mergeable code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each add standardized output capture in their own model stack; the shared theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are distinct model-specific refactors in different architectures, so they do not represent the same concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model code paths; similar decorator migration does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different output semantics; these are not the same underlying fix and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "7e352133b70727e6e066a75e0f31f6d9688e48747798c63e3eaefa1a8521353c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41329, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41329, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors (`can_return_tuple` / output capture) across different architectures, not true duplicates. I would keep them separate and use one representative PR for the cluster rather than merge them.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a clean representative of the pattern: it applies the output-tracing refactor to a closely related model family (`depth_anything` and `prompt_depth_anything`) with a focused, self-contained scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best anchor for the cluster because it is a straightforward exemplar of the common refactor style without broad unrelated scope, but it is still model-specific rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and forward paths; only the output-tracing refactor theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model families (`timm_backbone` vs `mamba`); not one shared bug or fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; these are separate refactors, not a single duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`) and different output shapes/paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor style, but different model implementations and concrete code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; both are tracing refactors but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder/decoder wrappers with distinct code paths; too broad to merge as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper model (`mobilenet_v1` vs speech encoder-decoder); same theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `univnet`) and unrelated forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and model code paths; not the same concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; only the tracing-refactor pattern is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are encoder/decoder-style wrappers, but they are different concrete models and changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`univnet` vs `upernet`) with separate output semantics." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model families; not the same bug or code-path fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers and forward implementations; same broad refactor only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate models (`upernet` vs `rwkv`) and unrelated forward paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and output behavior; not mergeable as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba` are unrelated model families; same pattern, not same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and code paths; only superficial similarity in refactor style." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; not the same concrete underlying change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` vs `superpoint`; unrelated implementations and outputs." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (`mamba` vs `codegen`); same tracing theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated; not a duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and output semantics; not the same issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate architectures; this is only a similar refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different concrete code paths; same generic output-tracing refactor theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are encoder/decoder-related wrappers, but they are different model families and changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs speech encoder-decoder); not one duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and outputs; same refactor style only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths; not the same underlying bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` vs `dpr` are different models and fix different signatures." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different wrapper/model implementations; not a shared concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are distinct models with separate changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are unrelated concrete implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`) and unrelated output paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward signatures; not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct code paths and model behavior; same broad theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different output structures; not a duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model families (`rwkv` vs `dpr`) with unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "b07911bd0c08fcc591d2d95f8f1d39c1514eed3dea833e6c13b1f54ec95f03ed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs. They share a lot of boilerplate files because both register new models in Transformers, but they target different architectures and codepaths: PenguinVL vs Voxtral TTS. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the more self-contained candidate to represent its own change because it has an explicit issue target and a tighter, model-specific scope; however, it is not a duplicate of the PenguinVL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying models and functionality. Shared files are generic model-registration/docs plumbing, 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": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "4277db423d709eafc8c3ceeb23ac0c13b0ebd94a4b4ad9353d7f9a8b27c7c0c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about fusion, but they target different abstractions and code paths: one adds a standalone Module Fusion API, while the other implements KernelConfig-driven n-to-1 kernel fusion across model loading and integrations. They are related conceptually, but not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing fusion feature: it wires KernelConfig through model loading/integrations and includes an example, so it better represents the broader fusion effort in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative because it is the more complete and specific implementation of fusion behavior, with a clearer runtime pathway than the standalone API in #44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but not the same underlying change. #44979 introduces a new Module Fusion API and test file; #45363 implements n-to-1 kernel fusion via KernelConfig with model/integration changes. Different APIs and code paths, 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": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "e5616a10c1f1767e28555fb429135a5bd7d0c40bb216ac0a1e45ba57c9a9f8e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the fuller version with tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same bug as 45086 and also adds test coverage for `fix_mistral_regex=True`.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR candidate: same concrete code-path fix as 45086, but more complete and validated by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex`; identical fix in the same file, with 45317 adding tests. These are duplicate fix attempts and could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "e402da7d511f15cbe4ea70211c1d144520df3e98103812cac7bf245350c96e42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the NemotronH family, but they address different changes: one is a conversion/mapping refactor for NemotronH compatibility, the other splits NemotronH into dedicated dense/sparse model variants with docs and tests. They are related but not the same underlying fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the stronger canonical PR because it is the broader, more user-visible change: it adds the dedicated NemotronHDense/NemotronHSparse implementations, updates auto-mapping and docs, and includes tests. PR 45115 is a narrower refactor focused on conversion mapping and inheritance plumbing.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 best represents the cluster since it covers the main architectural outcome and the most complete code path changes across modeling, auto config, docs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete change. 45115 is about conversion key remapping and inheriting GraniteMoeHybrid-compatible structure for NemotronH, while 45569 is a model split into NemotronHDense/NemotronHSparse with docs and test updates. Shared filenames are at the subsystem level only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "4d4df2f7e7f433612dcf508f3d18a957b8d160aacfd4bae0fb4822f4ef49d2c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related feature PRs for heterogeneous-model support, but they are not the same change: one is the per-layer config foundation, the other is the broader modeling/runtime integration. I would keep them separate rather than merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader end-to-end heterogeneous model support and includes downstream runtime/modeling changes, while 45333 is mainly the configuration-layer foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best PR for the cluster because it is the most complete and central implementation of the heterogeneous feature; 45333 is a narrower prerequisite-style config PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not duplicates: 45333 adds per-layer configuration plumbing, while 45332 adds broader heterogeneous model/runtime support. They touch overlapping files, but they are distinct layers of the feature and not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "fba873b5889f66a142ec5b2228a9d6777b14287bfc2b3f60aef87c46250fc4f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different work: one is a broad pass adding type checking annotations across many files, while the other adds/adjusts shared typing protocols and helpers for specific code paths. Not a duplicate pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change: it introduces shared typing aliases/protocols and updates the affected integration/utilities around those types. PR 45415 is a broad repo-wide typing sweep, not the best canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative because it has a narrower, clearer purpose and a coherent code change centered on typing abstractions. PR 45415 is too broad and mostly a bulk typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: 45415 is a large cross-file type-checking sweep, while 45425 adds specific typing protocols/aliases and related fixes. They overlap in theme and a few files, but they are not the same concrete bug/change and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 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": "1b33d59706995439f8ec5bf7cdee9f68e92b9e54704e339c57f7e135210ceb33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated PRs: one fixes Qwen3.5/related linear-attention cached multi-token forward paths, the other fixes Mamba2 cache handling when `seq_len > 1`. They share a broad theme (`use_cache`/cached forward) but not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better canonical PR: it has an explicit issue target (#46032) and a focused fix for a specific `use_cache`/`seq_len > 1` path in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of the cluster because it is narrowly scoped, clearly bug-driven, and tied to a concrete tracked issue. PR #45513 is broader and spans multiple model files, making it less canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both concern cached forward logic, but they fix different models and different failure modes. The shared theme is too broad to treat as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "e1568c3d3652357f444fd2dc41e11c2c69583da21b5da616fee36828c3bb7327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by expert parallelism, but they address different failure modes: one fixes config/loading under accelerate + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative for the cluster because it targets a more specific, concrete EP failure mode with multiple code-path changes; PR #45548 is a narrower accelerate/ZeRO-3 loading fix tied to config serialization.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR: it fixes a clearly described expert-overwrite bug in the model-loading path and has broader technical coverage than #45548, which is a narrower serialization/loading compatibility patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP, but the bugs differ: #45548 is about preserving distributed_config and enabling EP detection during DeepSpeed ZeRO-3 loading, while #45662 fixes experts being clobbered by rank-0 broadcast in FSDP2. Different root causes and fix paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "6378210cb6bd9e87d468f7d56c7865a26d48a0ff9132b456d9ae5345b0ccd0b9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision in transformers testing utilities; PR 45645 is the broader superset that also updates CI log collection, while 45639 covers the core file-write fix and tests.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe captured_info fix plus the downstream CI/workflow handling needed to preserve multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone change: it fixes the artifact collision at the source and updates the workflow to consume the new multi-file output, making it the most complete description of the underlying bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist causes captured_info collisions from patched testing debug logs. PR 45645 builds on the same code-path fix and could plausibly be merged together with 45639 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": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "9f6e13e6bcd90498a785d41c7d32961c81ec9d888bac10de5dffd72497e71efd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated Transformers PRs: one AutoModel registration fix for GLM-ASR, one RecurrentGemma attention-dispatch support PR, and one BLIP-2/InstructBLIP attention-dispatch support PR. The latter two are superficially similar but target different model families and code paths, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46401 is the strongest standalone change in the set: it adds attention-dispatch support across a related BLIP-family surface area with tests and docs, making it the most representative PR here even though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46401 is the best overall PR candidate because it has the broadest, most complete implementation footprint (multiple modeling files plus tests/docs) and is more substantial than the narrow AutoModel mapping tweak in #45670 or the single-model RecurrentGemma update in #46320.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: #45670 only registers GLM-ASR in 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": "#45670 is an AutoModel registry update for GLM-ASR, whereas #46401 adds attention-dispatch support for BLIP-2/InstructBLIP models. Same broad Transformers area, but not the same underlying bug or change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attention-dispatch support PRs, but they target different model families and different model implementations. They are not the same concrete code-path fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "4a9cfef9474b0043f22095042bfd53af4d41224c9817364a801c8d50b660531a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related only by broad linter/modeling maintenance and a few overlapping Transformer model files, but they implement different rules: PR 45720 adds TRF003 for can_return_tuple/return_dict handling in model forwards, while PR 46259 adds TRF018 for unused do_* preprocessing flags. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 45720 targets a partial TRF003 implementation in model forward signatures, while 46259 targets a separate TRF018 preprocessing-flag rule with different affected code paths and documentation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the cleaner standalone representative of its own rule addition, but it is not a duplicate of 45720; the two changes solve different linter problems and should stay separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 concerns return_dict/can_return_tuple behavior in model forward methods, whereas TRF018 concerns dead do_* flags in image/video processor preprocess overrides. Shared files are incidental and do not indicate 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": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "a1cd49bfc1509c248066a19c7b28acd0c74a60158b1f22fbb7d7877688300655", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both test-related at a surface level, but they are not the same underlying change: one is a broad CI/model telemetry-and-mapping PR, the other is a tiny ViT test-mutation PR. I would not merge them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantial and representative change in the set: it spans CI workflow and multiple model files, whereas PR 46100 is only a local test-file edit with intentional failing assertions.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best cluster anchor only because it is the broader, more meaningful PR; PR 46100 is clearly a separate test tweak and not a good representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these do not fix the same concrete bug or implement the same change. 45932 alters CI and several model/config files, while 46100 only injects failing assertions into ViT tests; they could not plausibly be merged into one PR as duplicate fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "b95598f646de1896bccd8a6e65c1624eafd21d31c8f34494261b02de8357555b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8394, + "estimated_input_tokens": 2099, + "estimated_eval_tokens": 4454 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8394, + "estimated_input_tokens": 2099, + "estimated_eval_tokens": 4454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs adding SDPA dispatch support to different architectures (CTRL, T5, wav2vec2-family). They are thematically similar but not the same underlying change and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR targets a different model implementation and code path, so they are related feature siblings rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest representative of the cluster because it has the broadest model coverage and most extensive implementation/tests for SDPA dispatch among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch, but for different model code paths (CTRL vs T5). They are parallel model-specific ports, not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different architectures and different affected files; same feature theme only. They could not plausibly be merged into one duplicate PR without becoming a broad multi-model rollout." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both concern SDPA dispatch support, but the implementations are for unrelated model families and separate code paths, so this is not a 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": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "4d16b5f502a072dbc01253675093274a82b43e8d7e0de7209b7348cdc78b823c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in a few distributed files, but they are not the same change: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base touching many unrelated areas. The soft duplicate edge should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more focused, concrete PR: it introduces RouterParallel and related EP/Trainer integration work. #46269 is a much broader distributed branch base spanning many subsystems and is not a good canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR in this set because it has a narrower, well-defined code-path change and is easier to reason about as a single fix/change. #46269 is too broad and heterogeneous to serve as the best representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames are only superficial overlap in distributed code; the titles, scope, and file sets show different goals. #46126 is a specific EP+Trainer integration patch, while #46269 is a broad distributed branch base, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "775d8157194c9575dff43a017d9d3448ddf7dc4951b1448c116768a0beca0220", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23352, + "estimated_input_tokens": 5838, + "estimated_eval_tokens": 11932 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23352, + "estimated_input_tokens": 5838, + "estimated_eval_tokens": 11932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are small workflow-maintenance PRs, but they split into distinct changes across different workflows or different fixes within the same workflow file. I don\u2019t see any true duplicate pairs, including the three pr-ci-security-gate edits, which address different code-paths/permissions/checks.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive single change in the set (adds checkout plus workflow/CI change detection), so it is the strongest representative PR if one is needed, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different automation changes; no shared underlying bug/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated CI behavior changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files; one updates self-comment CI, the other changes PR security gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow edits in different files; both are just maintenance-style YAML tweaks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different fixes; no same code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark workflow trigger change; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different security/permission concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner update vs reviewer-assignment checkout ref change; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; no common underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and unrelated changes to PR security gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files with unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Same broad GitHub Actions area, but different workflows and distinct fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow changes; no shared bug or code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general repo area, but different workflow file and different behavior change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; one changes checkout behavior, the other changes shell input handling." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated CI logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger change vs build-image message parsing; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different CI concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes; not mergeable as one change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: one adds security checks, the other changes permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one implements local diff-based gating and the other swaps to a reusable workflow call; different underlying changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but unrelated PR-security-gate modifications with different purposes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated CI behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening vs PR security gate reuse; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "af59ed678a94cb16ac6bd922d371fb3c58583043eb32c6ce23bf6b334c06d2db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs share a broad theme of replacing file-open source inspection, but they target different code paths and different bugs in different modules, so they should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more concrete and localized fix: it updates `_can_set_attn_implementation` in `modeling_utils.py` to use `inspect.getsource` instead of opening source files directly.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the best representative of the cluster because it has the clearest, self-contained change and directly addresses a specific source-reading heuristic in model utilities.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both concern source-file inspection, but they fix different implementations in different files (`import_utils.py` vs `modeling_utils.py`) and do not appear to be the same underlying bug or 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": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "93920a13b7c50e65ecfa1393f32d115c8c07a24f47ba023581783150ec16eb85", + "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 exact duplicates of the StaticLayer.get_seq_length type-hint fix; a third PR is a separate generation cache-length behavior change and should not be merged with them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the earlier and more-discussed instance of the exact same cache_utils type-hint change, so it is the best canonical representative among the duplicate PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 is the strongest representative because it has the same diff as 46474, targets the same issue (#45987), and has more discussion/review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different fixes: 46436 changes static cache max_len selection in generation/utils, while 46474 only adjusts get_seq_length type annotations in cache_utils. They do not address the same concrete bug." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both make the StaticLayer.get_seq_length return type annotation accept int | torch.Tensor in cache_utils for issue #45987, with effectively identical diffs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. PRs 46173 and 46474 have effectively identical diffs in src/transformers/cache_utils.py, share issue #45987, and are a conservative duplicate match. PR 46436 is a different change in src/transformers/generation/utils.py with no shared files/targets, so rejecting that pair is appropriate. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "b55f091257a621a03a9d83e6c99a932717a94c6b19f37f914b66472aa2f6ed32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4787, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4787, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Moonshine streaming sliding-window right-boundary off-by-one bug by changing `< right_window_size` to `<= right_window_size` in the same code paths; 46546 is the more complete patch because it also adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the best canonical PR because it makes the same fix as 46310 but also includes test coverage, so it is the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall PR candidate since it directly addresses the concrete boundary bug and is the more polished fix with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "They fix the same concrete off-by-one boundary bug in Moonshine streaming right-window masking, touch the same files, and 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "8a7a2a4fbc255b17d39e5d195c5b9a47741122052228a7bf62d036fcf6289b9e", + "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": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, the other adds the HunYuan VL model package/docs/tests. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different problems and codepaths (continuous batching runtime vs. a new model implementation).", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative, PR 46417 is the more self-contained feature PR because it includes the model, processor, docs, and tests in one coherent change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and codepaths: 46376 is multimodal continuous-batching infrastructure, while 46417 adds a new HunYuan VL model and its support files. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/manifest.json b/snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e980f3075f0fb87b20b134b47d1f101e055954c1 --- /dev/null +++ b/snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260611t120117z", + "artifacts": { + "hybrid": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-11T12:11:27Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260611T120117Z", + "variant": "hybrid" +} diff --git a/snapshots/20260611T120117Z/manifest.json b/snapshots/20260611T120117Z/manifest.json index 6c0a9169e4a2bf589762d9defc890f6d86666803..31e99f5afdf54fc58e54e46aad53baa8da910b7c 100644 --- a/snapshots/20260611T120117Z/manifest.json +++ b/snapshots/20260611T120117Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 989 }, "extracted_at": "2026-06-11T12:01:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260611t120117z", + "runs": { + "hybrid-model-20260611t120117z": { + "analysis_id": "hybrid-model-20260611t120117z", + "artifacts": { + "hybrid": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260611T120117Z/analysis-runs/hybrid-model-20260611t120117z/manifest.json", + "model": null, + "published_at": "2026-06-11T12:11:27Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260611T120117Z", "watermark": {