diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e4af8fbd976a4c93f1428ec1ad036fcef69fdac6..9a393a528d35f4982a4310a4ed9d6682dd847287 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": "20260611T120117Z", - "generated_at": "2026-06-11T12:11:26Z", + "snapshot_id": "20260611T180022Z", + "generated_at": "2026-06-11T18:10:53Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1804,35 +1804,6 @@ } ] }, - { - "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.", @@ -2226,15 +2197,6 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46504-2", - "canonical_pr_number": 46504, - "duplicate_pr_numbers": [ - 46558 - ], - "target_issue_number": null, - "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 3232fdddb829dbf9fa2aa7671e2eb4f7dd03cb74..3a89e625e4f42736b6727058e51125e147f3fe7a 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260611T120117Z", - "generated_at": "2026-06-11T12:11:26Z", + "snapshot_id": "20260611T180022Z", + "generated_at": "2026-06-11T18:10:53Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 1, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:24643", "issue:30277", @@ -111,8 +111,8 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44918|issue:45161", @@ -132,412 +132,250 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "a486682cb03cb31c32308dcbc830e8399d45782c17c6ce95aa85078126567094", + "prepared_review_unit_hash": "c44e57305c40bbea5f7ccd35f6d1ad82fb23a1caf63e3fcc95213155b68185bf", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46529, - "estimated_input_tokens": 11633, - "estimated_eval_tokens": 23522 + "serialized_chars": 46526, + "estimated_input_tokens": 11632, + "estimated_eval_tokens": 23520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is mostly a grab-bag of unrelated issue reports. A few soft pairs do look like true duplicates, especially the DeepSpeed ZeRO-3/BertModel index-out-of-bounds reports; two other pairs appear to share the same low-level compatibility bug, but most pairs are just broad semantic similarity and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43596 is the clearest canonical duplicate target: it states the concrete DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure succinctly and broadly enough to subsume the near-identical non-pretrained BertModel variant.", "canonical_pr_reason": null, - "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_issue_reason": "issue:43596 is the best issue representative because it describes a specific, reproducible code-path failure with a clear error signature and strongest duplicate evidence among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions inference failure." + "reason": "Different models and failures: missing config field vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different problems: AMD GPU runtime issue vs MPS histogram op not implemented for Int." + "reason": "Different problems: GPT-OSS on AMD GPUs vs an MPS histogram kernel type error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and symptoms: image dtype mismatch vs GPT-OSS running on AMD GPUs." + "reason": "Both involve model runtime issues, but the model, device, and failure mode are different." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related, but they affect different models/code paths and are not the same bug." + "reason": "Different model-specific dtype/autocast bug vs AMD GPU compatibility issue." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated issues: AMD GPU failure vs broken official Nemotron example." + "reason": "GPT-OSS AMD GPU failure and Nemotron example breakage are unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific bugs; no shared concrete failure path." + "reason": "Different underlying bugs: GPU compatibility vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export failure are not the same code-path." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issues with no shared code-path evidence." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export vs Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Different models and failure modes: export-time ONNX issue vs device-map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both involve docs/examples, but they are different topics and fixes." + "reason": "A task crash and documentation freshness are not the same underlying issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but one is pipeline-task references and the other is the run command." + "reason": "Both are docs regressions, but they reference different removed features and are separate cleanup items." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export error and GenerationMixin import error are different failures." + "reason": "ONNX export bug is unrelated to the GenerationMixin import-path breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code are distinct issues." + "reason": "SFT trainer embedding unpacking and resume-training/trust-remote-code problems are different." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 symptoms: mask/tensor shape error vs device mismatch in forward." + "reason": "Shape mismatch in masked indexing is not the same as Gemma4 PLE device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are errors, but one is ZeRO-3 index OOB and the other is a different mask-shape mismatch." + "reason": "Both mention tensor/index errors, but the loading-time ZeRO-3 Bert bug is different from the mask shape mismatch bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 init/load crash is unrelated to resume-training with trust_remote_code." + "reason": "Different training/loading workflows and different failures." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different exception shape and likely different code paths." + "reason": "Same broad symptom class, but not the same underlying bug or code path." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Different multimodal template/mask issue vs video token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime issues; no evidence of same underlying bug." + "reason": "Mask indexing error and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated training-resume issue vs broken Nemotron example." + "reason": "Training-resume remote-code issue is unrelated to the Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration and resume-training bug are unrelated." + "reason": "Video StopIteration and resume-training/trust-remote-code are different bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 index error and resume-training/trust_remote_code are not the same failure." + "reason": "ZeRO-3 Bert loading bug is unrelated to resume-training behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch on Jamba-v01 is unrelated to ZeRO-3 index OOB during loading." + "reason": "Both involve DeepSpeed, but the concrete failures and models differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading/init bug on BertModel variants." + "reason": "Same DeepSpeed ZeRO-3/BertModel index-out-of-bounds bug; one report is just the non-pretrained Bert variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called and GPT-OSS MoE TP failure are unrelated." + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save/load mismatch are different problems." + "reason": "Tokenizer detokenization regression and LoRA save/reload mismatch are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save discrepancy are unrelated." + "reason": "NVFP4 runtime failure and LoRA merge/save inconsistency 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." + "reason": "Different tensor mismatch scenarios in different training setups." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures with different error signatures and model setups." + "reason": "Different DeepSpeed errors and different failure points." }, { "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." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug around inv_freq initialization and device movement." }, { "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." + "reason": "Generic Torch 2.10 incompatibility is not the same as Qwen-3-8B-NVFP4 runtime failure." }, { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPT-OSS on AMD GPUs and outdated RAG examples are unrelated." + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; one just names the transformers version more explicitly." }, { "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." + "reason": "Checkpoint corruption and unloaded text encoder weights are different problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention compatibility, but the affected stacks and breakage are different." + "reason": "These are different compatibility regressions with different version combinations and distributed settings." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well supported by title similarity and the pair scores, especially the ZeRO-3/BertModel reports; the rest of the verdicts avoid overstating weak similarity as duplication." }, "evaluator_used": true, "retried": false, @@ -550,13 +388,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 2, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36010", "issue:39290", @@ -638,9 +476,9 @@ "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:43404|issue:43866", "issue:45800|issue:45823", "issue:41093|issue:41762", "issue:43296|issue:43366", @@ -650,286 +488,244 @@ "issue:43541|issue:45161", "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "5c9d2219e280a4ffc41e08ffe5b9cbd3a2b6e11d0a68510e9a7af7edc671972b", + "prepared_review_unit_hash": "84de156f6141dec107f7d9ede0bc7f05249ac09da6b5da4cf162f20a366e1c7f", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39732, - "estimated_input_tokens": 9933, - "estimated_eval_tokens": 20122 + "serialized_chars": 39734, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 }, "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.", + "summary": "The cluster is mostly heterogeneous, with one strong duplicate family around the v5 AutoTokenizer token-ID regression and one plausible ZeRO-3 size-0 IndexError pair. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest representative of the clear tokenizer-regression family and subsumes the narrower Granite-only report in issue:45812.", "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_issue_reason": "issue:45920 best captures the underlying v5 AutoTokenizer bug across multiple model families, making it the strongest single issue to keep as the umbrella report.", "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)." + "reason": "Different failures and subsystems: vLLM model-load error vs distributed-training compatibility break." }, { "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." + "reason": "Same ZeRO-3 size-0 IndexError during model init/load; different models, but the underlying bug appears to be the same 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." + "reason": "Both mention model/runtime errors, but the concrete failures are unrelated (missing config attribute vs CUDA assert on auto device map)." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed/USE_DISTRIBUTED compatibility issue." + "reason": "Unrelated incompatibilities: float8 storage lookup vs USE_DISTRIBUTED=0 support." }, { "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." + "reason": "Both are docs-related, but they refer to different documentation regressions." }, { "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." + "reason": "Different model families and failure modes: device mismatch in Gemma4 PLE vs Qwen3.5 video/chat template mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different areas: AMD GPU support for GPT-OSS versus table-question-answering crashes." + "reason": "Different tasks and bugs: AMD GPU support for GPT-OSS vs table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are unrelated model-specific bugs." + "reason": "Different model/processor bugs; same broad multimodal area is not enough." }, { "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." + "reason": "Liger-kernel cross-entropy routing and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization regression and outdated RAG docs are unrelated." + "reason": "Different topics: detokenization regression vs outdated RAG examples." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to documentation example issues." + "reason": "Checkpoint-loading failure vs documentation update; no shared underlying bug." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code regression and USE_DISTRIBUTED=0 compatibility are different breakages." + "reason": "Remote_code breakage is not the same as the USE_DISTRIBUTED=0 / PyTorch support regression." }, { "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." + "reason": "Same AutoTokenizer token-ID regression in v5; issue:45812 is a narrower Granite-specific instance of the broader multi-model report in issue:45920." }, { "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." + "reason": "Corrupted checkpoint vs implementation cannot load checkpoints are different problems." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is distinct from the torch/distributed compatibility issue." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to RAG documentation examples." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs." }, { "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." + "reason": "Both mention sliding-window-related issues, but the concrete errors and model/config paths differ." }, { "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." + "reason": "Both are IndexErrors, but the actual signatures and contexts differ enough that they do not look like one bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper can't run and table-question-answering crashes are unrelated." + "reason": "Whisper model execution failure and table-question-answering crash 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." + "reason": "Unit-test model loading failure vs checkpoint corruption are not the same underlying issue." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig field regression are different compatibility problems." + "reason": "Separate version-compatibility problems affecting different layers." }, { "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." + "reason": "Both involve compatibility/ZeRO-3 style failures, but they are distinct bugs with different triggers and versions." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA task crash are unrelated." + "reason": "Different feature areas and symptoms; not a shared code-path bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic config regression are unrelated." + "reason": "Whisper loading/runtime issue is unrelated to the pydantic PretrainedConfig regression." }, { "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." + "reason": "Same model family, but different APIs and symptoms; not clearly one concrete bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure is unrelated to table QA crashes." + "reason": "Unrelated model runtime error vs table QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3TextConfig/vLLM attribute error and Gemma4 device-mismatch are different model/setup failures." + "reason": "Different model/config failures; only a superficial relation to model loading." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure and MPS histogram int error are unrelated." + "reason": "Streaming chat failure and MPS histogram 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." + "reason": "MoE grouped_mm tracing failure vs MPS int histogram limitation are different bugs." }, { "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." + "reason": "ImportError for GenerationMixin and Gemma3/vLLM config regression are unrelated." }, { "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." + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM and tied-weights translation-model regression are unrelated." + "reason": "Int4 memory/OOM regression is not the same as tied-weights issues on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure and GPT-OSS MoE TP-only failure are different code paths." + "reason": "Grouped_mm tracing failure and GPT-OSS TP issue are different MoE-related bugs, not one duplicate." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 chat streaming failure." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one clear AutoTokenizer v5 regression family, one plausible ZeRO-3 size-0 IndexError pair, and otherwise treats the cluster as heterogeneous. The soft-edge verdicts are generally well supported by the issue titles and do not overstate evidence. No PRs are present, so there is no mergeability concern." }, "evaluator_used": true, "retried": false, @@ -942,13 +738,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 3, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36331", "issue:39186", @@ -1032,20 +828,20 @@ "issue:43644|issue:43950", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "014fa15fc17a63143dab2a3d6c6ab861131e04e7c52f5a5cdb65204da0eac1fb", + "prepared_review_unit_hash": "d084c63c466d90166f49a83d31452a7398531c528f6ff9c35db4bf8adb063feb", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36942, + "serialized_chars": 36943, "estimated_input_tokens": 9236, "estimated_eval_tokens": 18728 }, @@ -1054,204 +850,198 @@ "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.", + "summary": "Most candidate links are weak and span different bugs or model families. The only solid duplicate pair is the non-persistent-buffer regression reports (43950/44534).", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the only true duplicate group here: it states the non-persistent-buffer corruption regression directly and concretely, with 44534 reading like a later paraphrase of the same bug.", "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_issue_reason": "43950 is the best overall issue because it is the most specific and actionable report of the shared buffer-corruption regression; it captures the root symptom more clearly than the broader follow-up wording in 44534.", "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." + "reason": "Both are v5 loading/config regressions, but one is an unexpected arg TypeError and the other is a PretrainedConfig/pydantic field break; different failure modes." }, { "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." + "reason": "GGUF support for gpt-oss and a Qwen3.5 streaming API failure are unrelated bugs." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE `sliding_window` handling is unrelated to the `PretrainedConfig` pydantic regression." + "reason": "Qwen3-MoE sliding_window behavior and a config/pydantic regression are not the same code-path problem." }, { "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." + "reason": "One is remote_code breakage in recent transformers; the other is a torch/transformers version incompatibility." }, { "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." + "reason": "Image preprocessor dtype mismatch and video feature/token mismatch are different multimodal bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Completely different failures: torch dynamo/grouped_mm tracing vs missing Float8 storage lookup." + "reason": "Grouped_mm tracing failure and missing Float8 storage type are unrelated runtime errors." }, { "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." + "reason": "Both involve video input regressions in Qwen models, but the titles point to different concrete failures and model scopes." }, { "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." + "reason": "Both are index/shape errors, but they occur in different contexts and with different failure mechanics." }, { "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." + "reason": "Both mention SigLIP2, but one is about embedding quality and the other about nonsensical AutoModel/pipeline output; not enough to treat as the same bug." }, { "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)`." + "reason": "AutoModel config unwrapping and uninitialized rotary embedding memory are different initialization issues." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different training-time errors: FSDP `weight` dimensionality vs TRL SFT input-embedding unpacking." + "reason": "FSDP weight-shape failure and TRL SFT embedding unpacking are distinct training-time bugs." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessing dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking in TRL." + "reason": "Different multimodal/input handling problems with no concrete shared failure path." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated issues." + "reason": "Jupyter custom-model initialization and flash-attn fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different model/perplexity reports with no shared code-path or symptom." + "reason": "High perplexity on gpt-oss and a GLM5 issue are separate model-specific reports." }, { "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." + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; too different to merge." }, { "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." + "reason": "Different tied-weights problems in different model families and code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." + "reason": "FineGrainedFP8Config failure and flash-attn fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache crash on Qwen3.5 is not the same as translation-model tied-weight issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." + "reason": "Quantization/offloading behavior and tied-weight handling are separate concerns." }, { "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." + "reason": "A DSA-indexer discussion and a docs typo are clearly unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both are validation/error-message issues, but one is a broad `input_ids`/`inputs_embeds` XOR bug and the other is a T5 decoder-input validation message; not the same concrete bug." + "reason": "Both concern input validation messages, but the former is broad XOR validation and the latter is T5 decoder-input validation; 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." + "reason": "Different tokenizer regressions affecting different models and symptoms." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL/Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "TRL input-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." + "reason": "A cache-strategy typo and a docs note about a removed command are not duplicates." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3 NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared failing code-path." + "reason": "Different failures in different model/runtime paths." }, { "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." + "reason": "Both describe the same v5 non-persistent-buffer corruption regression; 44534 is essentially the same bug phrased as a follow-up." }, { "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." + "reason": "SigLIP2 docs errors and SigLIP2 embedding quality complaints are related only by model family, not the same defect." }, { "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." + "reason": "Unexpected compute_loss keyword argument and ZeRO-3 index-out-of-bounds are unrelated training/loading bugs." } ] }, "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." + "feedback": "The result is grounded in the packet and stays conservative overall. The accepted 43950/44534 pair is well supported by the titles, and the summary does not overclaim beyond that. The rejected soft-edge pairs are generally framed cautiously as different failure modes, model families, or code paths." }, "evaluator_used": true, "retried": false, @@ -1264,13 +1054,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 4, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:24643", "issue:28530", @@ -1349,228 +1139,249 @@ "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:43828|issue:45823", "issue:45081|issue:45399", + "issue:43828|issue:45823", "issue:42491|issue:44368", "issue:45715|issue:46315", "issue:45020|issue:45356", "issue:43742|issue:45399" ], - "prepared_review_unit_hash": "f6c0e30b25fb87461d018a83d98901f55b3d996ee00dec3316a7cf048250f979", + "prepared_review_unit_hash": "17e1538b6ee53f4ae5379c398bdc6d3a47c487536fbc8f722446b1191416ae98", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37914, - "estimated_input_tokens": 9479, - "estimated_eval_tokens": 19214 + "serialized_chars": 37919, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 }, "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.", + "summary": "The only clearly supported duplicate-like match is the SigLIP2 HF-vs-JAX discrepancy pair; most other soft pairs are false positives. In particular, the Qwen3.5 3D position_ids reports remain separate issues and should not be treated as a strong match.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the best umbrella representative: it describes a broad v5 tokenizer regression affecting multiple model families with concrete wrong-ID symptoms.", "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_issue_reason": "Issue 45920 is the most representative cluster member because it captures the shared cross-model tokenizer regression theme without overfitting to one model-specific report.", "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." + "reason": "Different models and failure modes; both are dtype/attention-related but not the same concrete bug." }, { "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." + "reason": "Both are quantization/storage errors, but the traceback and code paths differ enough to treat as separate bugs." }, { "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." + "reason": "Both concern tokenizer regressions, but this is too broad/model-diverse to be the same concrete underlying issue." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption vs log noise on loading; no shared underlying defect." + "reason": "Checkpoint corruption and load-time noise are unrelated symptoms." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression and tokenization-version behavior are unrelated symptoms." + "reason": "One is SigLIP2 embedding quality, the other is a generic tokenization-change report." }, { "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." + "reason": "Both involve buffers/materialization, but one is generic from_pretrained corruption and the other is a specific model buffer init bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but different reported failure modes: zero probabilities vs worse text embeddings." + "reason": "Same model family, but zero probabilities and worse embeddings are not clearly the same underlying defect." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + "reason": "Bad tokenizer error messaging vs missing model attribute during load are different issues." }, { "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." + "reason": "Both involve Qwen3.5, but flash-attn packed-sequence crashes and CPU-offload incompatibility are distinct code paths." }, { "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." + "reason": "Training-memory complaints in different subsystems; no shared concrete bug is evident." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe rotary embedding initialization." + "reason": "Different models and failure mechanisms; one is FSDP2 shared_kv_states rebuilding, the other is uninitialized rotary buffer materialization." }, { "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." + "accept": true, + "reason": "Both point to the same SigLIP2 HF-vs-JAX implementation discrepancy causing degraded text/embedding behavior." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different issues." + "reason": "Tokenizer loading UX issue vs model loading failure; not the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Unnecessary loading noise is not the same as inability to load ScandiBERT." + "reason": "Generic load noise and a specific model load failure are not duplicates." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight dimensionality error and early-stopping metric resolution are unrelated training-time problems." + "reason": "Training DeepSpeed weight-shape error and early-stopping metric handling are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and a Python 3.13 import_utils flash_attn KeyError are unrelated." + "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Loading noise vs a concrete model load failure; not a duplicate." + "reason": "A noise/logging complaint is not the same as a concrete model loading failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention training/memory, but they are different mechanisms and model families." + "reason": "Both mention memory, but one is checkpointing ineffective and the other is Qwen3 MoE training memory usage." }, { "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." + "reason": "Missing fields from trust_remote_code config return is different from broad remote_code loading breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FineGrainedFP8 failure are unrelated model/runtime bugs." + "reason": "Different models and different DeepSpeed/FP8 failure modes." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram op failure in MoE and Gemma4 PLE device mismatch are different code paths." + "reason": "MPS histogram op failure and Gemma4 device-mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 loading are not the same bug." + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated model-loading problems." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and flash-attn2 fallback gating are unrelated." + "reason": "Tokenizer load failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to bitsandbytes Int8Params incompatibility." + "reason": "Different model import/load failure vs bitsandbytes parameter-construction 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." + "reason": "Two distinct model-loading failures with different root causes." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote_code regression and Gemma4 device-map forward mismatch are different failure classes." + "reason": "A broad remote_code regression and a Gemma4 device-map bug are not the same concrete issue." }, { "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." + "reason": "Model-registration edge case and remote_code breakage are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback gating are unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 PLE device mismatch are unrelated." + "reason": "Different model families and failure mechanisms; no shared code-path bug is evident." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tied-weights warning are not the same issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance bugs, but the specific loops and APIs differ." }, { "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." + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer regression are not clearly the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn2 fallback blocking are unrelated." + "reason": "Model load key error and flash-attn fallback checks are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary overreaches a bit: it highlights Qwen3.5 3D position_ids regressions as one of the \u2018strongest matches,\u2019 but that pair was explicitly judged non-duplicate in the soft-edge verdicts. The accepted SigLIP2 pair is grounded, and most false verdicts are conservative, but the summary should stay closer to the actual accepted matches and avoid implying stronger evidence for the rejected Qwen3.5 pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1579,13 +1390,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 5, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:24643", "issue:30064", @@ -1643,8 +1454,8 @@ "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43792|issue:44220", - "issue:42947|issue:45923", "issue:36331|issue:41093", + "issue:42947|issue:45923", "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:43940|issue:45313", @@ -1653,8 +1464,8 @@ "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:41553|issue:44488", - "issue:44863|issue:46402", "issue:24643|issue:30064", + "issue:44863|issue:46402", "issue:43596|issue:46515", "issue:44530|issue:44863", "issue:43366|issue:43828", @@ -1667,229 +1478,181 @@ "issue:43366|issue:44589", "issue:43950|issue:45834" ], - "prepared_review_unit_hash": "beb343bbb7497e3d03d52453a1b1be484b87e3617d0aee0f75f8064bb6bdc92c", + "prepared_review_unit_hash": "ddb13ca4a3f8c912216767ef2dfd89ffa23864850ca8a09c44e468381ddda612", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36750, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "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.", + "summary": "Mostly conservative cluster. I\u2019d accept only two duplicate pairs: the v5 docs/pipeline-removal reports and the `_is_hf_initialized` loading regression reports. The Whisper / `_torch_extract_fbank_features()` pair should be rejected because the packet does not show the same concrete bug.", + "confidence": 0.92, + "canonical_issue_reason": "44291 is the clearest canonical issue for the `_is_hf_initialized` loading regression: it states the shared TypeError directly and is broader than the bitsandbytes-specific symptom in 43872.", "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_issue_reason": "44291 is the best overall issue representative because it captures the root cause and likely subsumes the more specific loading failures around it.", "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." + "reason": "Both are tokenizer-related, but they affect different model families and describe different failures; same area is not enough to duplicate." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: pipeline task references removed in v5 and need the same documentation cleanup." + "reason": "Both report v5 docs still referencing removed pipeline tasks after the pipeline removals; 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." + "reason": "One is an lm_head tying bug and the other is a non-persistent buffer regression in from_pretrained; different code paths." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying _is_hf_initialized/init_empty_weights incompatibility causing the TypeError during model loading." + "reason": "Both describe the same `_is_hf_initialized` TypeError during model loading/init_empty_weights; 44291 is the more general formulation." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config issue versus bitsandbytes Int8Params argument mismatch." + "reason": "FineGrainedFP8Config failure vs `_is_hf_initialized`/bitsandbytes loading error; no shared underlying bug." }, { "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." + "reason": "The packet does not ground them in the same bug: 43792 is Whisper-large-v2 failing to run, while 44220 is about `_torch_extract_fbank_features()`; shared audio context is too broad." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "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." + "reason": "Unexpected `compute_loss` kwarg vs mask/tensor shape mismatch are different failures." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Unexpected compute_loss kwarg versus mask/tensor shape IndexError are unrelated failures." + "reason": "Both involve gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is a missing capability flag on a trust_remote_code model." }, { "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." + "reason": "Both involve DeepSpeed/Qwen, but one is missing weight conversion and the other is gradient averaging with GAS; not the same bug." }, { "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." + "reason": "Both are tokenizer-loading problems, but for different models and likely different causes." }, { "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." + "reason": "Both are ZeRO-3 weight-loading failures on Qwen variants, but the reports point to different models and no shared code-path evidence." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unrelated model-loading failures for GLM-4.7-Flash versus NemotronH checkpoints." + "reason": "Different models and different loading/test failures; no clear duplicate signal." }, { "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." + "reason": "Gradient explosion under RLHF/position_ids vs flash_attention crashing on `s_aux=None` are unrelated bugs." }, { "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." + "accept": false, + "reason": "Similar IndexError wording alone is not enough; the reports lack shared model/code-path evidence." }, { "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." + "reason": "Video-input regression across Qwen model families vs Qwen3-vl-embedding StopIteration are related only at a very broad subsystem level." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/load problems for different models; no shared underlying bug is clear." + "reason": "Both are loading issues, but the titles indicate different models and different failure modes." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Different checkpoint-loading failures in unrelated model families." + "reason": "DeepSpeed training weight-shape error vs image processor void segmentation map failure are unrelated." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "DeepSpeed weight-dimension error versus void segmentation-map preprocessing error are unrelated." + "reason": "Checkpoint-loading failure vs text encoder weights not loaded are different enough to avoid merging." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "ZeRO-3 init index error and torch version incompatibility are different issues." + "reason": "Zero3/BERT indexing error and torch 2.4.1 incompatibility are different problems." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." + "reason": "GGUF architecture support request vs 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." + "reason": "Zero3/BERT indexing error and torch 2.4.1 incompatibility are different problems." }, { "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." + "reason": "Both involve Qwen/VL rotary-related behavior, but one is temporal position_id scaling and the other is uninitialized memory after `to_empty`." } ] }, "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." + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one soft-edge rationale is not grounded in the packet: for issue:43792 vs issue:44220 it says \u201cBoth mention Whisper,\u201d yet issue:44220\u2019s title is only about `_torch_extract_fbank_features()` and does not mention Whisper. That makes the output imprecise enough to reject, even though the two accepted duplicate pairs look plausible." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1899,13 +1662,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 6, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36010", "issue:38175", @@ -1992,94 +1755,94 @@ "issue:44488|issue:44991", "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "deff9612c69109a9d51c5ac75979e8d953f5eaeddbfeaafc466054b9f6096e50", + "prepared_review_unit_hash": "df7a0242f7e6518575fdc4f6a265e5ab5234801bbb54d54567dbebfb63d9807e", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37650, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 }, "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.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, with a few clear duplicate sub-pairs (notably two identical non-persistent buffer bugs, two custom-model-init bugs, and two SigLIP2 output-corruption reports).", + "confidence": 0.76, + "canonical_issue_reason": "issue:43644 is a clear, broad Transformers v5 regression with an exact duplicate (issue:44534) and a precise symptom that is easy to recognize.", "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_issue_reason": "issue:43644 is the cleanest representative issue in the set: it describes a concrete, cross-cutting regression rather than a model-specific or environment-specific symptom.", "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." + "reason": "Different torch-version compatibility problems in different areas; no shared bug or code path." }, { "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." + "reason": "Unrelated models and failures (Qwen3-VL video error vs MPS Int histogram issue)." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are loading-related, but they involve different models and distinct failure modes." + "reason": "Different failures: missing export for a specific class vs meta-device loading regression." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device model loading are separate bugs." + "reason": "Qwen3-MoE FP8 failure and meta-device loading are distinct code paths/symptoms." }, { "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." + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization; notebook context is just a narrower manifestation." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different mechanisms: torch.compile SDPA vs flash-attention position_ids handling." + "reason": "Different models and different attention/position-id failures; not the same bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen, but the reported failures are different code paths and symptoms." + "reason": "Both mention Qwen3.5-related issues but the actual failures are unrelated (video StopIteration vs SFT embedding unpacking)." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated issues: running a script vs adding GGUF support for a new architecture." + "reason": "Completely different topics (3d_parallel.py runtime vs GGUF gpt-oss support)." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-mismatch during forward and a torch-version incompatibility are not the same bug." + "reason": "Gemma4 device-map forwarding mismatch is unrelated to a generic torch incompatibility report." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Import path breakage for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." }, { "left": "issue:45812", @@ -2091,139 +1854,145 @@ "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping logic and Gemma4 device placement are unrelated." + "reason": "Tokenizer-mapping failure 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." + "reason": "Different bugs: video StopIteration vs mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 bad-output regression; both describe incorrect inference results for the same model family." + "reason": "Same model family and same symptom class: SigLIP2 inference produces bad/degenerate outputs." }, { "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." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading failures, but they target different models and different validation paths." + "reason": "Both involve config validation, but they concern different models and likely different validation rules." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 zero-sized tensors and tokenizer-mapping behavior are unrelated." + "reason": "Zero3 Bert initialization failure is unrelated to tokenizer-mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Bert zero3 init IndexError is not the same as the tokenizer-mapping issue." + "reason": "Different bugs: DeepSpeed zero3 empty-shard index error vs tokenizer-mapping failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different problems: tokenizer mapping vs tensor/mask shape mismatch." + "reason": "No shared underlying code path; tokenizer mapping vs tensor 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." + "reason": "Device-map offload loading failure and Strix Halo mmap OOM are different problems." }, { "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." + "accept": false, + "reason": "Both mention SigLIP2, but one is inference output corruption and the other is documentation/example issues with quantization/model-processor mismatch." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical non-persistent-buffer junk regression; the titles describe the same concrete bug." + "reason": "Identical underlying bug: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA compatibility for qwen3_moe and BitNet packed-weight loading are different code paths." + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen3Moe FP8 failure are separate issues." + "reason": "Same broad ecosystem but different concrete failures and code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and mmap OOM are unrelated." + "reason": "Qwen3-MoE FP8 failure is unrelated to mmap/OOM behavior." }, { "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." + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is stale config dtype after from_config; different bugs." }, { "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." + "accept": false, + "reason": "Similar symptoms around loading specific models, but not enough evidence they share the same root cause." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings are different bugs." + "reason": "Different model families and failures (Qwen3-MoE LoRA vs Gemma4 resize_token_embeddings behavior)." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention are unrelated model-specific issues." + "reason": "GLM5 and Qwen3.5 flash-attention failures are distinct bugs." }, { "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." + "reason": "Different Qwen3.5 problems: ZeRO-3 weight loading vs incorrect save_pretrained key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method and the Nemotron example breakage are unrelated." + "reason": "Unrelated model-specific issues (GraniteMoEHybrid invalid method call vs Nemotron example breakage)." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "The buffer-junk regression is distinct from the notebook-specific custom-model initialization breakage." + "reason": "Related v5 regression theme, but one is buffer corruption and the other is custom model initialization in notebooks; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and different tokenizer/load failures." }, { "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." + "accept": false, + "reason": "Same model family, but different issue scope: example errors vs actual inference corruption." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43644 is supported by the identical duplicate issue:44534, and the accepted soft pairs are reasonably justified by title-level evidence. I don\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2236,13 +2005,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 7, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36010", "issue:39404", @@ -2295,8 +2064,8 @@ "soft_pairs": [ "issue:43856|issue:43873", "issue:43708|issue:44075", - "issue:43854|issue:43931", "issue:43856|issue:44387", + "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:42491|issue:45292", "issue:42491|issue:43931", @@ -2306,16 +2075,16 @@ "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:44910|issue:45588", - "issue:43404|issue:43454", "issue:43425|issue:43957", + "issue:43404|issue:43454", "issue:44402|issue:44488", "issue:41720|issue:44155", - "issue:39692|issue:44960", "issue:42947|issue:45704", + "issue:39692|issue:44960", "issue:43873|issue:44387", "issue:45663|issue:45759", - "issue:36010|issue:39404", "issue:44291|issue:44756", + "issue:36010|issue:39404", "issue:45663|issue:45859", "issue:44387|issue:44756", "issue:44292|issue:44912", @@ -2328,20 +2097,20 @@ "issue:45685|issue:46468", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "4af1c15e26d0677baebaaa3f4db59c8b60a1d25ad2e6a6f34034170b3ef0352f", + "prepared_review_unit_hash": "b8febc961db6abd27fd481f3cd9d7c490f452e286ff3918aafff359f0a2b1caa", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37367, + "serialized_chars": 37365, "estimated_input_tokens": 9342, "estimated_eval_tokens": 18940 }, @@ -2350,222 +2119,222 @@ "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.", + "summary": "The cluster is noisy and mostly not a true duplicate set. The only tight duplicate pocket is around `resize_token_embeddings` failing to propagate to nested embeddings/output heads in Gemma4/T5Gemma variants; most other issues are unrelated model-loading, quantization, checkpointing, tokenizer, or device-mapping bugs.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45276 is the clearest anchor for the one real duplicate family here: `resize_token_embeddings` not updating nested embedding/output modules. It is more complete than the generic follow-up reports and best represents that specific regression.", "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_issue_reason": "45276 is the best overall issue in this cluster because it has the broadest concrete reproduction of the resize-token-embedding propagation bug and sits at the center of the only accept-worthy duplicate pocket.", "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." + "reason": "Both mention memory/offload/quantization pain, but they describe different failure modes and code paths; not the same underlying bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated training-step resume math vs optimizer argument handling." + "reason": "Trainer checkpoint-resume step calculation is unrelated to optimizer SGD args being ignored." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Different model-loading failures and different models; no shared code-path indicated." + "reason": "Different issues: one is Qwen3 MoE training memory usage, the other is int4 quantization CUDA reserved-memory/OOM behavior." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43854", + "right": "issue:43931", "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." + "reason": "Both are model-loading problems, but they involve different models and distinct load-time failures." }, { "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." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same bug as GLM-4.7-Flash loading in tests." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x vs hf5.x incompatibility is unrelated to resize_token_embeddings/output_embeddings." + "reason": "LoRA hf4.x vs hf5.x incompatibility is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Distinct issues: LoRA compatibility regression vs Qwen3-VL shape mismatch." + "reason": "Different concrete bugs: LoRA checkpoint compatibility vs Qwen3-VL shape-mismatch on load." }, { "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." + "reason": "Different model and different lifecycle bug: GLM5 loading vs sinq save/load corruption." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors/code paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different components: transformers chat crash vs serve crash in Gemma4Processor." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing `_tokenizer` are unrelated runtime failures." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different load/save bugs: extra_state handling vs unexpected _is_hf_initialized argument." + "reason": "Saving/loading extra_state is a different problem from init_empty_weights passing `_is_hf_initialized`." }, { "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." + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` fails to update nested embeddings/output heads across composite model variants (Gemma4/T5Gemma)." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures with different triggers and tensors." + "reason": "Both touch attention-related code, but one is a Qwen3.5 packed-sequence misinterpretation and the other is an `s_aux=None` crash on sink-less models." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Both are weight-tying bugs, but they affect different model implementations and likely need separate fixes." + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate issues." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "No meaningful overlap beyond generic version/loading incompatibility." + "reason": "Both involve weight tying, but they are different models and different manifestations; not a single duplicate bug." }, { "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." + "reason": "The reports both concern token/vocab loading, but one is about out-of-vocab special tokens and the other is a specific model failing to load." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference leakage." + "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference token leak are unrelated." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to GLM5 model loading." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Gradient checkpointing/PEFT bug is unrelated to T5 apex RMSNorm memory leak." + "reason": "SigLIP2 doc-example errors and GLM5 model-loading issues are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 reserved-memory OOM are different underlying problems." + "reason": "Both are quantization/memory-related, but one is offloading not working and the other is int4 CUDA reserved-memory growth." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and failures: FSDP2 shared_kv_states vs composite Qwen config unwrapping." + "reason": "Gemma-4 FSDP2 KeyError and Qwen multimodal text_config unwrapping are different code paths." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "Unexpected `_is_hf_initialized` during init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "init_empty_weights argument mismatch is unrelated to mmap OOM avoidance." + "reason": "Importing GenerationMixin and Whisper pipeline return_language regressions are separate issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen/Gemma subsystems and distinct failure modes." + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different failures." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "int4 CUDA reserved memory OOM is not the same as disabling mmap on Strix Halo." + "reason": "Both mention memory pressure, but the root causes are different and not mergeable as one fix." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Model-load type error and MXFP4 quantization fallback are different bugs." + "reason": "Different quantization formats and symptoms: NVFP4 load failure vs MXFP4 fallback to bf16." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch." + "reason": "AudioFlamingo3 inference leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading breakage is unrelated to Strix Halo mmap OOM." + "reason": "Meta-device loading breakage and mmap OOM avoidance are different loading mechanisms with different fixes." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state rebuild." + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Different gradient-checkpointing failures: PEFT LoRA ineffective vs eval-mode disallowed." + "reason": "Both reference gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids eval-mode use; not the same bug." }, { "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." + "reason": "NemotronH checkpoint loading and the broken official Nemotron example are related only at a high level, not the same concrete defect." }, { "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." + "reason": "Same `resize_token_embeddings` regression family; the generic output_embeddings report is a narrower instance of the Gemma4 failure." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram Int error is unrelated to Nemotron example loading." + "reason": "MPS histogram error in MoE is unrelated to the Nemotron example being broken." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." + "reason": "Extra_state save/load handling and mmap OOM avoidance are distinct bugs." } ] }, "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." + "feedback": "Grounded and conservative overall. The only accepted duplicate pocket is the resize_token_embeddings propagation regression family centered on issue:45276, and the rejects mostly avoid over-merging unrelated load/quantization/checkpointing/tokenizer reports. The summary stays within the packet evidence, and the accepted pairs look mergeable into one fix." }, "evaluator_used": true, "retried": false, @@ -2578,13 +2347,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 8, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36032", "issue:39404", @@ -2638,13 +2407,13 @@ "soft_pairs": [ "issue:44479|issue:44877", "issue:43854|issue:45216", - "issue:43381|issue:44928", "issue:45684|issue:45698", - "issue:42796|issue:46326", + "issue:43381|issue:44928", "issue:45588|issue:45663", + "issue:42796|issue:46326", "issue:43646|issue:43708", - "issue:43645|issue:44164", "issue:45292|issue:45335", + "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:44402|issue:44451", @@ -2667,20 +2436,20 @@ "issue:43994|issue:44079", "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "ab82a61c10ffdc7ab4d73514c0d088aa3db4fd94027091ae8c120f59d18b2698", + "prepared_review_unit_hash": "7e8e2cf01443126303b009e78e163f05d4729b6a1d6ce7aedc0041cfa9b5cb26", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36867, + "serialized_chars": 36865, "estimated_input_tokens": 9217, "estimated_eval_tokens": 18690 }, @@ -2689,198 +2458,198 @@ "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.", + "summary": "Mostly heterogeneous v5-regression issues across tokenization, model loading, training, and docs; only one soft duplicate pair looks convincing.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45812 is the strongest representative of the recurring v4\u2192v5 tokenizer regression theme and is concrete enough to anchor triage.", "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_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set.", "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." + "reason": "Different failures: video-input regression for Qwen VL models vs strict-config loading for granite_speech." }, { "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." + "reason": "Both are loading regressions, but they concern different models and different code paths (unit-test load failure vs save_pretrained checkpoint correctness)." }, { "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." + "reason": "Both touch save/load of custom models, but one is about read-only permission propagation and the other about loading the wrong custom module; not the same bug." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:43381", + "right": "issue:44928", "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." + "reason": "Unrelated: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback behavior." }, { "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." + "reason": "Different code paths and symptoms: flash_attention s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Tokenizer-family similarity only; one is BPE marker handling, the other is continue_final_message behavior on mistral_common tokenizers." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43646", + "right": "issue:43708", "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." + "reason": "Different problems: custom model initialization in notebooks vs resume_from_checkpoint max_steps calculation." }, { "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." + "reason": "Same underlying resize_token_embeddings bug: output-side embeddings are not updated, with t5gemma showing the same regression in decoder.embed_tokens." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve model save/load, but one is notebook custom-model initialization and the other is extra_state handling." }, { "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." + "reason": "Different dtype/device regressions: autocast mismatch for Phi-tiny-MoE vs meta-device loading breakage for some models." }, { "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." + "reason": "Unrelated issues: Torch 2.10 compatibility vs a model-specific autocast dtype mismatch." }, { "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." + "reason": "Both are tokenizer/model-loading complaints, but the concrete bugs differ and no shared failing code path is evident." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Completely different problems: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." }, { "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." + "reason": "Same broad tokenizer area, but one is wrong token IDs for Granite models and the other is a 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." + "reason": "Performance regression vs encode\u2192decode whitespace regression; different bugs." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Unrelated: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device-mismatch during forward." + "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." }, { "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." + "reason": "Whisper pipeline return_language regression and tokenization-version-change 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." + "reason": "base_model_prefix loading regression vs 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." + "reason": "Torch version incompatibility is unrelated to Gemma4 device placement during forward." }, { "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." + "reason": "Torch compatibility issue vs Mistral-3 image-preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different low-level errors: PagedAttentionCache invalid group type vs compile non-template-nodes TypeError." + "reason": "PagedAttentionCache group-type crash is unrelated to compile-non-template-nodes." }, { "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." + "reason": "An isolated reproduction issue is not the same bug as a PagedAttentionCache crash." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + "reason": "Video-input regression and mask shape mismatch are different problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different areas and triggers: torch.export/torch_compilable_check vs Perceiver interpolation failure." + "reason": "torch.export export failure with torch_compilable_check is unrelated to 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." + "reason": "Different failures and code paths; no concrete duplication." }, { "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." + "reason": "Both are docs-related, but they refer to different removed/deprecated pipeline topics." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "TensorFlow/Torch compatibility is unrelated to the Qwen3.5 embedding unpacking issue." + "reason": "Torch compatibility vs Qwen3.5 embedding unpacking with trl SFT trainer." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Different problems: Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper pipeline language return issue and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model-specific inference quality issue vs ModelOutput key assignment bug; distinct layers of the stack." + "reason": "Siglip2 inference quality issue and ModelOutput key assignment bug are different underlying problems." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file/from_pretrained loading breakage are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated loading errors." } ] }, "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." + "feedback": "Grounded overall: the summary stays conservative, and the only accepted soft pair (issue:45292 / issue:45335) is well supported by the shared resize_token_embeddings failure. The rejections are generally cautious and tied to distinct model/code paths. No clear overstatement from the packet." }, "evaluator_used": true, "retried": false, @@ -2893,13 +2662,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 9, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:32090", "issue:34567", @@ -2952,17 +2721,17 @@ "soft_pairs": [ "issue:43299|issue:43931", "issue:44671|issue:44991", - "issue:46050|issue:46326", - "issue:43906|issue:46326", "issue:43596|issue:44683", + "issue:46050|issue:46326", "issue:44164|issue:45759", + "issue:43906|issue:46326", "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:39404|issue:44671", "issue:44488|issue:44987", "issue:44462|issue:46489", "issue:43611|issue:43644", @@ -2973,22 +2742,22 @@ "issue:43582|issue:43632", "issue:36032|issue:42915", "issue:43643|issue:44530", - "issue:40990|issue:43421", "issue:44451|issue:44987", + "issue:40990|issue:43421", "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", + "prepared_review_unit_hash": "d2c5a3ff17513afd11976642084f7cc85060b646853ce844b5f3e346a9fb2b75", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 47, @@ -3003,186 +2772,192 @@ "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.", + "summary": "This cluster is dominated by distinct Transformers v5 regression reports, mostly around model/tokenizer loading or initialization. None of the soft pairs look like true duplicates of the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a general Transformers v5 custom-model-initialization regression. It sits near several other loading/initialization breakage reports, but is still the most umbrella-like issue here.", "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_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is generic, version-wide, and closest to the shared theme of v5 regressions affecting model construction/loading.", "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." + "reason": "Both are Qwen3/VL loading failures, but one is a MoE version-loading regression and the other is a weight-shape mismatch for a different model; not the same 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." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (masked LM predictions vs loading a specific tokenizer)." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Quantization save/load breakage and mistral_common continue_final_message behavior are unrelated code paths." + "reason": "These are unrelated: DeepSpeed ZeRO3/BertModel indexing versus torch>=2.9 compiled flex_attention failure." }, { - "left": "issue:43906", + "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as a tokenizer chat-template bug." + "reason": "One is about save/load breakage for quantized models, the other is a tokenizer behavior bug with mistral_common; different code paths." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "DeepSpeed ZeRO-3 init indexing error and compiled flex_attention failures are unrelated runtime problems." + "reason": "Both touch save/load or config handling, but one is extra_state serialization and the other is AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Both involve save/load or config handling, but extra_state persistence and text_config unwrapping are different bugs." + "reason": "An isolated reproduction of an earlier issue is not the same as the mistral_common tokenizer bug; different scope and symptoms." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading issues, but they affect different models and different failure mechanisms." + "reason": "Tokenizer loading for different models and different failure causes; one ignores tokenizer.json, the other crashes in a Mistral regex patch." }, { "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." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo; not the same bug." }, { "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." + "reason": "Save/load extra_state handling and a video input regression are unrelated issues." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and tied lm_head weights are separate model bugs." + "reason": "Tokenizer BPE-marker handling and a tied-lm_head weight bug in Mistral3 are separate failures." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Two different tokenizer-loading regressions for different repositories; no shared concrete code-path is evident." + "reason": "Different tokenizer loading problems for different models; the sleng-bert case is not the same as the Mistral regex crash." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." + "reason": "Tokenizer mapping failures and flex_attention compilation failures are unrelated subsystems." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer-mapping-name edge case and torch>=2.9 flex_attention compilation failure are unrelated." + "reason": "Whisper return_language behavior and CamemBERT masked LM predictions are unrelated model-specific bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely different root causes." + "reason": "Both involve loading failures for specific models, but the affected models and root causes differ." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Tokenizer repository loading issues for different models; too little evidence they share one bug." + "reason": "Both concern tokenizer loading/behavior, but the first is AutoTokenizer ignoring tokenizer.json while the second is a DeepSeek-Coder regression tied to a prior fix gap." }, { "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." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; same theme, different bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language 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." + "reason": "Both mention rotary/CPU movement, but one is XLNet positional encoding on CPU every forward pass and the other is Qwen3.5 MoE rotary embedding offload compatibility." }, { "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." + "reason": "Image preprocessor dtype mismatch and a template-compilation TypeError are unrelated." }, { "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." + "reason": "CLIP structure inconsistency and Sam3 text encoder weights not loading are different model-loading regressions." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated v5 issues." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token name conflict and Qwen3MoE FP8 config failure are unrelated." + "reason": "Tokenizer method-name collision in T5 and Qwen3 MoE FP8Config failure are different model/tooling bugs." }, { "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." + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash 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." + "reason": "Two separate model-loading failures for different repositories; not the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality regression and tokenizer post-processor update behavior are unrelated." }, { "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." + "reason": "Grouped_mm tracing failure and template-node compilation failure are different runtime/compiler issues." }, { "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." + "reason": "Missing tensorflow in an extra install and an unknown tensorflow_text backend mapping entry are related only at a 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." + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset 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." + "reason": "Qwen3 MoE FP8 config failure and PagedAttentionCache linear_attention crash are 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." + "reason": "Both are broad v5 regressions, but one is buffer initialization corruption and the other is custom model initialization; not the same concrete defect." } ] }, @@ -3198,13 +2973,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 10, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:28530", "issue:34567", @@ -3267,13 +3042,13 @@ "issue:44987|issue:44991", "issue:44464|issue:45987", "issue:43262|issue:43377", - "issue:43746|issue:46326", "issue:43646|issue:44534", + "issue:43746|issue:46326", "issue:43645|issue:44534", - "issue:44403|issue:45081", "issue:43883|issue:44991", - "issue:43404|issue:44466", + "issue:44403|issue:45081", "issue:42915|issue:45084", + "issue:43404|issue:44466", "issue:44849|issue:45325", "issue:43994|issue:44610", "issue:43377|issue:43819", @@ -3287,241 +3062,235 @@ "issue:44220|issue:44683", "issue:36032|issue:43742", "issue:44062|issue:44987", - "issue:45216|issue:45357", - "issue:42915|issue:44589" + "issue:42915|issue:44589", + "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "bcbde2544c53fdfc9b6283939f27f379662c1340f4cea9552a19eaa9a970d423", + "prepared_review_unit_hash": "7632957dd0d368e41d7e993b6f3e9c2b4310cbeda00bfbd2e1f80368a54890de", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37691, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "serialized_chars": 37686, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "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.", + "summary": "This cluster is mostly heterogeneous and the soft edges are largely false positives. The only clear duplicate-like pairs are the GGUF loading regression reports and the Qwen3.5 save_pretrained serialization reports.", + "confidence": 0.79, + "canonical_issue_reason": "43452 is the broadest, most general regression here: it captures the generic GGUF loader breakage that also explains the more specific Qwen2.5-GGUF failure in 43482.", "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_issue_reason": "43452 is the best representative issue because it is model-agnostic and describes the core from_pretrained/gguf_file regression, making it a good anchor for related reports.", "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." + "reason": "Both are Whisper-related, but one is about skip_special_tokens in batch_decode and the other about empty-transcription handling after align_special_tokens; different symptoms and likely different fixes." }, { "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." + "reason": "Both touch audio feature extraction, but 44206 is specifically an unsupported center arg regression while 44220 is too generic to confirm the same underlying bug." }, { "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." + "reason": "One is a Molmo tied-weights attribute error; the other is a tokenizer loading failure for a specific model. No shared code-path bug is evident." }, { "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." + "reason": "These concern different multimodal/tokenizer paths: multi-image iterable fine-tuning versus continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in Jupyter." + "reason": "A T5Tokenizer special-method conflict and a Jupyter/custom-model initialization regression are distinct issues." }, { "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." + "accept": true, + "reason": "Both are GGUF loading regressions in v5; 43452 describes the generic loader breakage and 43482 is a concrete Qwen2.5-GGUF manifestation." }, { "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." + "reason": "These involve different failure modes: gpu+cpu offload with dequantized models versus GGUF loading for Qwen2.5." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different failures: template-node compilation vs GraniteMoEHybrid invalid method call." + "reason": "Different problems: template-node compilation error versus GraniteMoEHybrid calling an invalid method." }, { "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." + "reason": "Both are model-loading regressions on v5, but they affect different artifacts and likely different loader 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." + "reason": "Chunked generation under compiled forward is unrelated to StaticCache.get_seq_length returning a tensor instead of an int." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sample-rate default vs MIMI batching/padding-mask mismatch are distinct." + "reason": "Audio chat-template sampling-rate defaults and MIMI batched-vs-single padding-mask divergence are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are separate regressions." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and continue_final_message tokenizer behavior are unrelated." + "reason": "PEFT adapter loading for GraniteSpeech is unrelated to continue_final_message tokenizer behavior." }, { - "left": "issue:43646", + "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "General custom model initialization regression vs non-persistent buffer junk filling; different bugs." + "reason": "These are different v5 regressions: notebook/custom-model initialization versus buffer serialization corruption." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Notebook-specific custom-model init breakage is not the same as non-persistent buffer initialization corruption." + "reason": "A missing all_tied_weights_keys attribute in Molmo is not the same bug as loading a specific tokenizer/model package failing on v5." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are unrelated." + "reason": "Loading noise and a Mistral regex patch crash are different issues with different failure points." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Different model loading failures with no clear shared concrete defect." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the template compilation error in 45084." }, { "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." + "reason": "Both mention lm_head/tied weights, but one is a model-specific tying bug and the other is a device-dependent serialization inconsistency; not the same concrete defect." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs with different symptoms and code paths." + "reason": "Different model families and different bugs: output_hidden_states handling versus rope index scaling for still images." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo input-size mismatch are different vision issues." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are separate vision pipeline 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." + "reason": "MIMI padding-mask inconsistency and DAC from_latents vs forward STE mismatch are different codec/model correctness bugs." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated Trainer issues." + "reason": "Early stopping metric lookup and num_input_tokens_seen not updating are unrelated TrainerState/Trainer behaviors." }, { "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." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading problems affecting different models." + "reason": "A specific model-loading failure for sleng-bert does not match a Mistral tokenizer regex-patching crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different regressions: physical-intelligence/fast loading vs Mistral tokenizer regex patch crash." + "reason": "These are different loading regressions affecting different code paths and model families." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache API return type are not the same bug." + "reason": "Generation performance overhead and StaticCache sequence-length type mismatch 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." + "reason": "FP8 configuration failure for Qwen3Moe and init_empty_weights rejecting _is_hf_initialized are distinct initialization errors." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/export compilation failure and processor output-size mismatch are unrelated." + "reason": "torch.export exportability with torch_compilable_check is unrelated to OmDet-Turbo's processor image-size mismatch." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different issues." + "reason": "An fbank feature-extraction issue and compiled flex_attention failing on torch>=2.9 are different subsystems." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict and MobileLLM-125M key error are unrelated." + "reason": "A tokenizer method-name conflict and a KeyError when loading MobileLLM-125M are not the same underlying problem." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict and model loading failure for physical-intelligence/fast are unrelated." + "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." }, { "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." + "reason": "Both report the same Qwen3.5 save_pretrained serialization bug: incorrect checkpoint contents/visual encoder keys persisting across versions." } ] }, "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." + "feedback": "The evaluation is grounded in the packet and the soft-edge calls stay conservative. The GGUF pair (43452/43482) and the Qwen3.5 save_pretrained pair (45216/45357) look like plausible same-bug clusters from the titles alone, and the other pairings are reasonably rejected without overclaiming shared root cause. The summary is cautious and consistent with the evidence provided." }, "evaluator_used": true, "retried": false, @@ -3534,13 +3303,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 11, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:33666", "issue:35707", @@ -3580,7 +3349,6 @@ "issue:44877", "issue:44991", "issue:45325", - "issue:45357", "issue:45479", "issue:45538", "issue:45542", @@ -3597,16 +3365,16 @@ "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:43632|issue:44756", "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:43632|issue:44534", "issue:43381|issue:45923", "issue:44079|issue:45663", "issue:44291|issue:44589", @@ -3622,229 +3390,228 @@ "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", + "prepared_review_unit_hash": "b348e060afeee97eb722a51564c65ff0ba523c1481feee05b7a0d33a5fd8ce5c", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37364, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "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.", + "summary": "Mostly unrelated issues were grouped by soft similarity. The only convincing duplicate pair is the tokenizer.json / wrong-token-IDs regression affecting Granite models; everything else looks like distinct bugs or regressions in different code paths.", "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_issue_reason": "Issue 45812 is the strongest canonical issue: it is the broadest tokenizer regression in the set, has inbound references, and matches the underlying tokenizer.json / wrong-token-ID symptom more directly than the narrower repo-loading report.", "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_issue_reason": "Issue 45812 is the best representative for the cluster because it is broad, user-visible, and likely to subsume the related tokenizer-loading symptom in 44462.", "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." + "reason": "Both involve Qwen VL video/position logic, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." }, { "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." + "reason": "Tokenizer loading failure vs tokenizer performance regression; different symptoms and likely different fixes." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Unrelated subsystems: T5 tokenizer attribute conflict vs Qwen3 CUDA assert during auto device mapping." + "reason": "T5 tokenizer load error and Qwen3 device-map CUDA assert are unrelated bugs." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window behavior vs strict config blocking granite_speech config loading." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." }, { "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." + "reason": "Torch 2.10 compatibility and noisy transformer loading messages are different issues." }, { "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." + "reason": "Base-model-prefix loading breakage and non-persistent buffer junk initialization are distinct regressions." }, { "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." + "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." }, { "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." + "reason": "Multi-image IterableDataset finetuning failure is not the same bug as the Qwen2.5-VL still-image rope-index scaling issue." }, { "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)." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not clearly the same code-path bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Ministral 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." + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Load-time noise report vs tokenizer load failure; unrelated." + "reason": "A logging/noise complaint is not the same as a tokenizer-loading failure." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Distinct v5 regressions: one about initialization flags, the other about buffer contents." + "reason": "Both mention Qwen VL training, but one is multi-GPU training and the other is multi-image prompt finetuning; too broad to treat as duplicates." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43632", + "right": "issue:44534", "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)." + "reason": "Different v5 regressions with different symptoms and fixes." }, { "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." + "reason": "Eval-mode gradient-checkpointing restriction and missing supports_gradient_checkpointing flag are related to the area but not the same bug." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different loading/runtime failures with different root causes; not the same issue." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different TypeErrors from different code paths." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "High perplexity on GPT-OSS 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." + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model/config loading failures with no shared concrete code path." + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are unrelated." }, { "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." + "reason": "Runtime special-token post-processor sync and mdeberta add_special_tokens BOS/EOS behavior are related only broadly, not clearly the same concrete bug." }, { "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." + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning are different features and failures." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading bug vs Qwen3 MoE training memory usage; different root causes." + "reason": "device_map/offload loading and Qwen3 MoE training memory usage are unrelated." }, { "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." + "reason": "Both concern TensorFlow backend packaging, but one is the torch extra missing TF support while the other is a tensorboard-without-TF runtime backend error; not clearly the same bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging vs Apple Silicon warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon caching_allocator_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." + "reason": "Video-LLaVA temporal-attention/weight-sharing issue and Sam3Model text-encoder loading issue are unrelated." }, { "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." + "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and buffer initialization/junk are unrelated regressions." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different bugs." }, { "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." + "reason": "Both touch degenerate training/loss, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1; different root causes." }, { "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." + "reason": "These look like the same tokenizer regression: ignoring tokenizer.json would produce the wrong token IDs reported for Granite models." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet and stays conservative: most pairwise rejections are well-justified as different models/code paths, and the only accepted pair (44462/45812) is a plausible shared tokenizer regression rather than an overclaim. The choice of 45812 as canonical is also supported by its broader Granite-wide impact and inbound references." }, "evaluator_used": true, "retried": false, @@ -3857,17 +3624,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 12, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:34634", "issue:35707", - "issue:39692", "issue:40444", "issue:40990", "issue:41720", @@ -3889,7 +3655,7 @@ "issue:43746", "issue:43749", "issue:43792", - "issue:43819", + "issue:43818", "issue:43873", "issue:43881", "issue:43957", @@ -3906,6 +3672,7 @@ "issue:45072", "issue:45081", "issue:45325", + "issue:45357", "issue:45381", "issue:45491", "issue:45584", @@ -3916,14 +3683,15 @@ ], "soft_pairs": [ "issue:43377|issue:45491", + "issue:43818|issue:45357", "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:40444|issue:45381", "issue:43792|issue:43957", "issue:43994|issue:44898", "issue:43454|issue:44466", @@ -3943,183 +3711,186 @@ "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" + "issue:44186|issue:44265" ], - "prepared_review_unit_hash": "cb13ea899160a2a13b55affbeeb203b774ae4c77faae9c2a85a4660858637e52", + "prepared_review_unit_hash": "b42717f1cd88b2472982abb090430f390d780b7b303ad6d7c6a64f0466171f13", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37319, - "estimated_input_tokens": 9330, - "estimated_eval_tokens": 18916 + "soft_pair_count": 30, + "serialized_chars": 36758, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "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.", + "summary": "This cluster is mostly heterogeneous: unrelated model-loading, tokenizer, video, audio, device-mapping, and export failures. I don\u2019t see any soft pair that safely merges to the same concrete bug/change, so all soft edges are rejected. The broad open tokenization issue is the best overall representative of the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45701 is the broadest, still-open item in the set and has the most cross-reference activity, so it works best as the representative issue for this heterogeneous cluster.", "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_issue_reason": "issue:45701 is the most general and central issue here (version-dependent tokenization changes), making it the best issue-level anchor despite the cluster not being a true duplicate set.", "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." + "reason": "Different subsystems and failures: MIMI encoder padding-mask batching vs Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal, but one is about Video-LLaVA tower weights/temporal attention and the other about Qwen3.5 save_pretrained visual encoder keys." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Completely different subsystems: device-mapping CUDA assert vs tokenizer regex patch crash." + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs Mistral 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." + "reason": "Different code paths: non-persistent buffer serialization vs ModelOutput key assignment semantics." }, { "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." + "reason": "Both involve v5 model loading, but the concrete bugs differ: base_model_prefix loading vs custom model initialization." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to bf16 dtype mismatch in inference." + "reason": "Export failures with torch_compilable_check are not the same bug as bf16 dtype mismatches in specific models." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU-efficient loading and ModelOutput key assignment are unrelated." + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key assignment." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs a model load failure in vLLM. Different problem domains." + "reason": "Package/backend dependency issue versus a model-load failure in PaddleOCR-VL; no shared underlying bug." }, { - "left": "issue:40444", + "left": "issue:45325", "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." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge safely." }, { - "left": "issue:45325", + "left": "issue:40444", "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." + "reason": "IterableDataset with multiple images per prompt is a different failure mode from video vision_position_ids." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure vs meta-device loading regression. Different models and mechanisms." + "reason": "Whisper inference failure and meta-device model loading breakage are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 nonsense outputs vs Perceiver non-default resolution failure." + "reason": "Different models and symptoms: SigLIP2 nonsensical 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." + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is device-dependent serialization inconsistency." }, { "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." + "reason": "Qwen2.5-VL temporal position-id scaling is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and different loading/quantization paths: FineGrainedFP8 vs GGUF loading." + "reason": "Different issues: FP8 config failure for Qwen3Moe vs GGUF loading regression for Qwen2.5." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id regression." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id bugs." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to bfloat16 dtype mismatch." + "reason": "_is_hf_initialized flag regression is not the same as dtype mismatches during bf16 inference." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are different issues." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument vs strict config loading failure. Different root causes." + "reason": "init_empty_weights argument mismatch and strict config loading are different failures." }, { "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." + "reason": "Both are model regressions, but one is Qwen video-input behavior and the other is Gemma4 device-mapping mismatch." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "vLLM/PaddleOCR-VL load failure is unrelated to torch-transformers version incompatibility." + "reason": "PaddleOCR-VL loading 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." + "reason": "Quantization offloading behavior is unrelated to tokenization changes across versions." }, { "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." + "reason": "CPU offload device mismatch and torch.export failure with torch_compilable_check are different code-path bugs." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different problems." + "reason": "Audio chat-template sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation failure." + "reason": "High perplexity on a causal LM and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:34634", @@ -4131,43 +3902,25 @@ "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: glm-4v loading failure vs sleng-bert loading failure." + "reason": "Two separate model-loading failures for different models with no shared concrete bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug vs CUDA assert under auto device mapping. No shared underlying change." + "reason": "Progressive generation with embeds/past KV is unrelated to a CUDA assert in Qwen3 device mapping." }, { "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." + "reason": "Tied-weight loading/serialization issue is unrelated to Bamba torch.compile + SDPA failure." }, { "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." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failures." } ] }, @@ -4183,17 +3936,19 @@ "component_index": 1, "component_count": 21, "review_unit_index": 13, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:26413", "issue:28530", "issue:36331", + "issue:39692", + "issue:40444", "issue:40990", "issue:41720", "issue:42617", @@ -4205,32 +3960,30 @@ "issue:43317", "issue:43322", "issue:43377", - "issue:43450", "issue:43454", "issue:43526", - "issue:43550", "issue:43572", + "issue:43606", "issue:43720", "issue:43749", + "issue:43819", "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:45823", "issue:45920", "issue:45923", "issue:46050", @@ -4240,6 +3993,9 @@ "issue:46402" ], "soft_pairs": [ + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", "issue:42796|issue:46209", "issue:46305|issue:46315", "issue:43377|issue:44610", @@ -4259,233 +4015,216 @@ "issue:44466|issue:45357", "issue:43526|issue:43883", "issue:26413|issue:28530", - "issue:41720|issue:44977", "issue:43881|issue:44991", + "issue:41720|issue:44977", "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" + "issue:43065|issue:46402" ], - "prepared_review_unit_hash": "34a58ff64cb5ef7c30907bf897c2354928cf2600ef8548eb2085fbd921ec2445", + "prepared_review_unit_hash": "0b52291867d079c7814b25807e7a4c96744057d9c31ff48ec59ef97cd8433169", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36423, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "soft_pair_count": 29, + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "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.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers bug reports, with a loose concentration around loading/offloading/quantization regressions; none of the soft pairs are close enough to merge as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "Issue #43873 is the broadest and most central representative of the cluster\u2019s dominant theme (offloading/quantization regressions) and best fits the shared failure mode seen in several neighboring reports.", "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_issue_reason": "#43873 is a strong cluster anchor because it targets the same high-level code path as several nearby issues and is broad enough to represent the recurring offload/quantization problem space.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs in different code paths: CPU-offload device mismatch vs DAC latent/forward mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal issues, but one is a SigLIP2 docs example problem and the other is a Qwen2.5-VL iterable dataset failure." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but they affect different models with different failure modes." + }, { "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." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." }, { "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." + "reason": "A sliding-window mask off-by-one is unrelated to tokenizer conversion performance." }, { "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." + "reason": "Different model/processor issues: padding-mask batching bug vs image size mismatch." }, { "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." + "reason": "Both are tokenizer regressions, but one is a specific BOS/EOS special-tokens bug and the other is a broader wrong-token-id regression." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying/generation corruption in AyaVision is unrelated to dtype mismatch issues in bfloat16 inference." + "reason": "Weight-tying corruption and bf16 dtype mismatch are separate problems." }, { "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." + "reason": "MOE weight conversion during accelerate/deepspeed loading is not the same as a missing gradient-checkpointing flag." }, { "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." + "reason": "Related theme, but not the same concrete bug: dequantized model offload failure vs broader offloading-with-quantization report." }, { "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." + "reason": "Tokenizer marker handling is unrelated to Qwen3.5 flash-attention generation failure." }, { "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." + "reason": "Both concern input handling, but they are different models and different failure mechanisms." }, { "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." + "reason": "Perplexity/benchmark behavior is unrelated to LoRA gradient-checkpointing ineffectiveness." }, { "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." + "reason": "Different loading/serialization bugs: tied weights vs packed-weights unpacking." }, { "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." + "reason": "A missing pad_token_idx config field is not the same as failing to unwrap text_config in composite multimodal configs." }, { "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." + "reason": "A loading segfault and a save/load quantization regression are distinct issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Failure to run 3d_parallel.py and Qwen3Moe FineGrainedFP8Config errors are unrelated." + "reason": "3d_parallel.py runtime failure and FineGrainedFP8Config failure 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." + "reason": "FSDP CPU RAM loading and non-persistent buffer initialization are different regressions." }, { "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." + "reason": "Different models and different crash signatures; not the same underlying bug." }, { "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." + "reason": "Both are serialization-related, but one concerns lm_head weight consistency and the other visual encoder keys." }, { "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." + "reason": "Image label reduction and missing all_tied_weights_keys are unrelated." }, { "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." + "reason": "Checkpoint resumption and early-stopping metric resolution are separate training-loop issues." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Auto device-mapping cuda assert and flash-attention generation corruption are distinct Qwen3.5 failures." + "reason": "Model loading failure and tokenizer loading regression are different problem areas." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading failure for est-roberta are unrelated model/tokenizer problems." + "reason": "Both are Qwen-family reports, but one is device-map crash and the other is flash-attention generation behavior." }, { "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." + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different 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." + "reason": "Trainer API keyword mismatch is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FineGrainedFP8Config failure are different trainer/model issues." + "reason": "CustomTrainer loss signature breakage is unrelated to Qwen3Moe FP8 loading." }, { "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." + "reason": "Strict config loading and tokenizer loading are separate regressions." }, { "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." + "reason": "SAM3 pixel-decoder placeholder convolution and missing text-encoder weights are different SAM3 issues." } ] }, @@ -4501,24 +4240,22 @@ "component_index": 1, "component_count": 21, "review_unit_index": 14, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:28530", - "issue:29159", "issue:30064", "issue:33357", "issue:33666", - "issue:34634", "issue:35707", "issue:36010", - "issue:36032", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", @@ -4527,6 +4264,7 @@ "issue:43317", "issue:43322", "issue:43404", + "issue:43450", "issue:43526", "issue:43531", "issue:43540", @@ -4534,10 +4272,10 @@ "issue:43572", "issue:43577", "issue:43606", - "issue:43653", "issue:43708", "issue:43720", "issue:43782", + "issue:43873", "issue:43881", "issue:44008", "issue:44186", @@ -4546,8 +4284,10 @@ "issue:44610", "issue:44671", "issue:44743", + "issue:44756", "issue:44898", "issue:44913", + "issue:45072", "issue:45161", "issue:45357", "issue:45406", @@ -4558,16 +4298,21 @@ "issue:46291" ], "soft_pairs": [ - "issue:43577|issue:43708", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:40990|issue:45701", + "issue:43873|issue:44756", + "issue:43550|issue:43720", "issue:41720|issue:42617", + "issue:43577|issue:43708", "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:42915|issue:43317", "issue:45632|issue:45684", "issue:36010|issue:42617", "issue:41720|issue:45161", @@ -4575,221 +4320,223 @@ "issue:42915|issue:46291", "issue:28530|issue:33666", "issue:44671|issue:44743", - "issue:36331|issue:41720", "issue:44186|issue:44361", + "issue:36331|issue:41720", "issue:43526|issue:43881", "issue:42915|issue:43322", - "issue:43540|issue:43782", "issue:43316|issue:44913", + "issue:43540|issue:43782", "issue:28530|issue:30064", - "issue:33357|issue:35707", - "issue:29159|issue:36032", - "issue:30064|issue:34634", - "issue:43550|issue:43653", - "issue:43606|issue:43720" + "issue:33357|issue:35707" ], - "prepared_review_unit_hash": "f21d4050ab7f6ce9059d66b634ff93938c3eb62c9740fb1c31039f2c99484219", + "prepared_review_unit_hash": "d0e242213171519f687df31118c5bf0941c07e9df27c9a283f92602f60c0229d", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35900, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "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, + "summary": "No soft edge looks like a true duplicate; the pairings are mostly broad subsystem similarities, not the same concrete bug. If one issue must serve as the cluster representative, issue:45701 is the broadest and most referenced open report, but it is not a duplicate of the others.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45701 is the most representative hub by breadth and inbound references, so it is the best single issue to anchor the cluster despite not matching the others as a true duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Open, broadly framed, and one of the most referenced reports in the set; it is the most plausible triage anchor, even though the surrounding issues are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: video processor batch-shape output vs a tokenization/version-change report." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: LayoutLMv2 tokenizer crash vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a model/eval setup is not the same as a tokenization-change report." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different subsystems: Blip2 dtype loading vs Trainer checkpoint resume/max_steps. No shared code-path or bug." + "reason": "Both are model loading/runtime failures, but one is SDPA+torch.compile and the other is accelerate packed-weight unpacking." }, { "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." + "reason": "Separate failures: Qwen3 auto device-map cuda assert vs a 3d_parallel.py execution problem." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated: BLIP2 dtype propagation vs resume_from_checkpoint/max_steps calculation." }, { "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." + "reason": "Different issues in the same family: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs Gemma4 PLE device mismatch. Different models and fixes." + "reason": "Different Gemma bugs: variable name collision in forward vs device_map='auto' PLE device mismatch." }, { "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." + "reason": "Both are device/offload related, but one is torch.compile+SDPA and the other is CPU offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs OmDet-Turbo processor resolution mismatch. Unrelated behavior." + "reason": "Different processors and symptoms: tokenizer crash on NER/padding vs OmDet input-size mismatch." }, { "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." + "reason": "Both are vision input-shape problems, but one is processor output size and the other is classification with interpolate_pos_encoding." }, { "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." + "reason": "One is a regression in processor/tokenizer API access; the other is a tokenization-change report without the same failure mode." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Qwen3MoE FP8 failure vs dequantized model loading with device_map=auto. Different code paths and symptoms." + "reason": "Serve-time multimodal crash vs Gemma4Processor missing _tokenizer; different attribute failures." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Continuous-batching multimodal serve crash due to str.to vs Gemma4Processor missing _tokenizer. Different processor/serving bugs." + "reason": "Both mention model loading, but one is FineGrainedFP8Config and the other is dequantized model offload to gpu+cpu." }, { "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." + "reason": "Different filesystem concerns: cache-path collision vs permission propagation from source files." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution failure." + "reason": "ImportError for GenerationMixin is unrelated to a failing script run." }, { "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." + "reason": "Both touch parallelism, but one is device-map cuda assert and the other is tensor-parallel-only support for GPT-OSS MoE." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx. Not duplicates." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3MoE FP8 issue is unrelated to kernels import/version-revision requirements." + "reason": "FineGrainedFP8 model failure is unrelated to kernels dependency version/revision import errors." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping/eval metric handling vs Qwen2-VL multi-GPU training. No overlap in bug." + "reason": "Early stopping metric selection is unrelated to Qwen2-VL multi-GPU training." }, { "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." + "reason": "Different model behaviors: masked LM prediction regression vs recurrent-state reset with cache." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "CustomTrainer compute_loss signature change vs CUDA assert in Qwen3 auto device mapping. Unrelated." + "reason": "Both are tokenizer/task issues, but they involve different tokenizer classes and different failure mechanisms." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, tasks, and failure causes." + "reason": "Trainer compute_loss signature mismatch is unrelated to a Qwen3 auto device-map cuda assert." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure. No shared underlying defect." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 failure vs Llava Next loading segfault. Different models and failure modes." + "reason": "Different concrete failures: Qwen3Moe FP8 config vs Llava Next loading segfault." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3VL weight_only loading error. Same family, but not the same concrete bug." + "reason": "Both are config-related, but one is an API discrepancy and the other is rotary_pct not persisting on reload." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs GPTNeoXConfig rotary_pct reload regression. Different config fields and behavior." + "reason": "Different Qwen3Omni/Qwen3VL video vs weight_only loading problems; not the same bug." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup vs image processor void segmentation map handling. Unrelated." + "reason": "Training early-stopping logic is unrelated to image processor void segmentation-map handling." }, { "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." + "reason": "Different runtime failures: Mac bus error with a CLIP model vs progressive generation with inputs_embeds/past_key_values." } ] }, @@ -4805,31 +4552,32 @@ "component_index": 1, "component_count": 21, "review_unit_index": 15, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ + "issue:29159", + "issue:30064", "issue:34567", "issue:34634", "issue:35707", + "issue:36032", "issue:39692", "issue:41720", "issue:42490", "issue:43329", - "issue:43381", "issue:43388", - "issue:43421", "issue:43531", + "issue:43550", "issue:43606", "issue:43653", + "issue:43720", "issue:43746", - "issue:43844", "issue:43873", - "issue:43927", "issue:44062", "issue:44077", "issue:44368", @@ -4859,18 +4607,21 @@ "issue:45704", "issue:45759", "issue:45859", - "issue:46050", "issue:46402" ], "soft_pairs": [ - "issue:43873|issue:45704", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", "issue:43388|issue:45059", + "issue:43873|issue:45704", "issue:44387|issue:45701", - "issue:41720|issue:43746", "issue:44492|issue:44509", - "issue:45357|issue:46402", - "issue:45406|issue:45464", + "issue:41720|issue:43746", "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:45357|issue:46402", "issue:43606|issue:43653", "issue:42490|issue:43329", "issue:34634|issue:41720", @@ -4883,220 +4634,223 @@ "issue:44898|issue:45072", "issue:44062|issue:44451", "issue:45588|issue:45759", - "issue:44514|issue:44545", "issue:44987|issue:45042", + "issue:44514|issue:44545", "issue:44368|issue:45357", - "issue:39692|issue:44610", "issue:44918|issue:44936", - "issue:43381|issue:43844", - "issue:43421|issue:43927", - "issue:43746|issue:46050" + "issue:39692|issue:44610" ], - "prepared_review_unit_hash": "e73073b321205004ec5467d91b2d82159692a3caa4b950f26470bd1691c1fe83", + "prepared_review_unit_hash": "a0a37ea827f2b0101a88965a669baaf257eaf1461ee32942d18057b5f268b2a1", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36382, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 29, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a 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.", + "summary": "This cluster is mostly heterogeneous rather than one duplicate set. The only accepted soft edge is the near-duplicate Qwen2_5_VLProcessor crash pair (44514/44545); the rest are distinct bugs, models, or code paths.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it has a near-duplicate in 44545 and the report is specific and well-scoped.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best representative issue for the one confirmed duplicate pair.", + "best_issue_reason": "issue:44514 is the strongest representative issue in the set due to the near-duplicate report in 44545; otherwise the cluster is too diverse to have a broader canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer bugs, but one is slow/fast behavior inconsistency and the other is a T5 tokenizer load conflict; different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", "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." + "reason": "Different subsystems: Bamba torch.compile/SDPA vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." }, { "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." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "One is int4 quantization OOM/regression, the other is tokenization behavior changing across versions; not the same bug." + "reason": "Quantization offloading and a T5 RMSNorm memory leak are different code paths and symptoms." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Different models and failures: Qwen3 device-map cuda assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Int4 quantization OOM is unrelated to tokenization changes." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "A docs typo in cache strategies is not the same issue as stale pipeline task docs." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", "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." + "reason": "Both are Qwen-related, but one is sliding_window MoE behavior and the other is composite config unwrapping in from_config." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." + "reason": "Different models and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Sliding window behavior in Qwen3-MoE is a different issue from composite Qwen multimodal config unwrapping in from_config." + "reason": "Both touch multimodal save/load, but visual encoder key saving and text encoder weights loading are different bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token decode are unrelated bugs." + "reason": "Bark CPU offload device mismatch is unrelated to BigBirdTokenizer mask token registration." }, { "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." + "reason": "Trailing-slash import warning and multimodal token counting video-branch NameErrors are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different components and failure modes." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different models and code paths." }, { "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." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated trainer behaviors." }, { "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." + "reason": "Both are load failures, but different models and different tokenizer/model loading issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE issue is unrelated to the Float8 storage lookup error." + "reason": "Sliding-window MoE behavior is unrelated to the Float8 storage TypeError." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embeddings." + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are distinct Qwen3.5 issues." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "Patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated." }, { "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." + "reason": "Both involve num_labels/classification, but one is config propagation and the other is degenerate loss behavior across models." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation with non-default resolution is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are unrelated model bugs." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to a model-specific load failure for ScandiBERT." + "reason": "AddedToken special-argument conflict is a tokenizer constructor bug, not the same as ScandiBERT loading failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to Qwen multimodal config handling." + "reason": "Flash-attention s_aux=None crash and Qwen3.5 config unwrapping are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is unrelated to PIL backend requiring torchvision." }, { "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." + "reason": "Near-duplicate reports of Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Loading physical-intelligence/fast and PIL backend unexpectedly requiring torchvision are different problems." + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "A warning about tie_word_embeddings in Qwen LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Both mention trainer flows, but one is Qwen3.5 input-embedding unpacking with TRL SFT and the other is evaluate-after-train behavior." }, { "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." + "reason": "SigLIP2 docs errors and OmDet-Turbo processor/model size mismatch are different multimodal issues." } ] }, "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." + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, but the canonical-issue rationale is slightly overstated: 44514 and 44545 are near-identical reports, not an exact title match. Please soften that wording to \"near-duplicate\" or \"near-exact duplicate.\" The soft-edge verdicts themselves are conservative, and the single accepted pair (44514/44545) looks justified." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5106,22 +4860,21 @@ "component_index": 1, "component_count": 21, "review_unit_index": 16, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:30064", "issue:36010", - "issue:36331", "issue:39692", "issue:41720", "issue:42886", "issue:43295", - "issue:43335", + "issue:43381", "issue:43421", "issue:43531", "issue:43540", @@ -5134,10 +4887,11 @@ "issue:43697", "issue:43720", "issue:43746", - "issue:43756", "issue:43782", "issue:43819", + "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44008", "issue:44062", @@ -5147,7 +4901,6 @@ "issue:44661", "issue:44671", "issue:44843", - "issue:44877", "issue:44898", "issue:45072", "issue:45081", @@ -5160,16 +4913,20 @@ "issue:45907", "issue:45923", "issue:46032", + "issue:46050", "issue:46294", "issue:46463" ], "soft_pairs": [ + "issue:43381|issue:43844", + "issue:43421|issue:43927", "issue:45704|issue:45923", + "issue:43746|issue:46050", "issue:43531|issue:43645", - "issue:45704|issue:45859", - "issue:43782|issue:45381", "issue:41720|issue:45704", + "issue:45704|issue:45859", "issue:42886|issue:44843", + "issue:43782|issue:45381", "issue:46032|issue:46463", "issue:45663|issue:45923", "issue:43421|issue:43653", @@ -5182,8 +4939,8 @@ "issue:30064|issue:36010", "issue:45356|issue:45907", "issue:43720|issue:43819", - "issue:43540|issue:46294", "issue:43653|issue:43720", + "issue:43540|issue:46294", "issue:44220|issue:44661", "issue:43295|issue:45834", "issue:43618|issue:43697", @@ -5193,243 +4950,243 @@ "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" + "issue:43653|issue:43819" ], - "prepared_review_unit_hash": "f3f1cc01c815bb659ae9389a2b09db81477b74de98a9693aee77ba590382375d", + "prepared_review_unit_hash": "9f1b0bb53c9523fb20c1d62d54edb221b93ce968deca303c7c5ca50c875bc16a", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38017, - "estimated_input_tokens": 9505, - "estimated_eval_tokens": 19266 + "serialized_chars": 37993, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 }, "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.", + "summary": "Mostly false positives across unrelated bugs. I kept issue:45081 as the strongest anchor for the tokenizer-regex cluster, but I do not merge it with issue:45356: the overlap is too broad and the evidence only supports a related regression family, not the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45081 is the most concrete and actionable report in the set, tied to a specific `_patch_mistral_regex` crash path with a clear repro.", "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_issue_reason": "issue:45081 is the best issue candidate because it names the exact failing helper and a specific tokenizer-loading crash, making it the clearest anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different problems: T5 Apex RMSNorm memory leak vs missing gradient-checkpointing flag in Nemotron." + "reason": "Different bugs: eval-mode gradient-checkpointing restrictions vs. abnormal gradient growth during ZeRO-3 training." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization regression." + "reason": "Both mention token IDs/special tokens, but one is runtime post-processor syncing and the other is save/load config loss." }, { "left": "issue:45704", - "right": "issue:45859", + "right": "issue:45923", "accept": false, - "reason": "Both are model/runtime issues, but the concrete failures differ: T5 RMSNorm leak vs Qwen3 MoE CPU-offload incompatibility." + "reason": "Unrelated: T5 RMSNorm memory leak vs. missing gradient-checkpointing metadata on a trust_remote_code model." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are load/save problems, but the concrete failures differ: PEFT local checkpoint loading vs. quantized sinq persistence." + }, + { + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Different models and failure modes: Qwen3VL weight-only load error vs Qwen2.5-VL video vision_position_ids bug." + "reason": "Different scopes and code paths: Qwen3-MoE sliding_window behavior vs. Jupyter custom-model initialization regression." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely different code paths: Qwen3 device-mapping CUDA assert vs T5 RMSNorm leak." + "reason": "Different failures in unrelated areas: Qwen3 device-mapping crash vs. T5 norm leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different model/path: T5 RMSNorm leak vs. Qwen3 MoE rotary-embedding CPU-offload incompatibility." }, { "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." + "reason": "Both hit offline/cache-related behavior, but one is cache loading and the other is a Mistral-regex patch calling `model_info()`." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: Qwen3VL weight-only load error vs. qwen2.5-vl video position-id mismatch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different subsystems: Mamba2 cache correctness vs T5 decoder-input validation error message." + "reason": "Different bug classes: incorrect cache behavior in Mamba2Mixer vs. an error-message validation issue in T5." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Nemotron's missing gradient-checkpointing flag." + "reason": "Unrelated: Gemma-4 FSDP2 shared-state rebuild bug vs. 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." + "reason": "Both are tokenizer-special-token issues, but the concrete failures are different: runtime post-processor updates vs. BigBird mask-token registration." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." + "reason": "Different models and failure modes: SigLIP2 pipeline output issue vs. CamemBERT masked-LM regression." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/example errors are not the same as quantization offloading failures." + "reason": "One is a documentation/example bug plus quantization failure; the other is a broader quantization/offloading behavior report." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to quantization/offloading behavior." + "reason": "Different loading scenarios: PEFT checkpoint loading vs. 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." + "reason": "Both touch tokenizer handling, but the concrete failures are different: post-processor 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." + "reason": "Unrelated index/initialization bugs in different components." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Related area, but different bugs: backend_tokenizer AttributeError vs codec-handling regression and warning text." + "reason": "Related Mistral/Kimi tokenizer-regression family, but the reports describe different concrete failures and the evidence is not strong enough to call them the same duplicate." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing is unrelated to the GenerationMixin import error." + "reason": "Completely different domains: image segmentation processing vs. a transformers import regression." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer-regex regression is unrelated to list_repo_files failing to forward revision." + "reason": "Different code paths: Mistral/Kimi tokenizer regex handling vs. hub revision forwarding in `list_repo_files()`." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different issues: packed-weight loading for BitNet vs DAC STE mismatch in from_latents." + "reason": "Different BitNet accelerate-loading issue vs. DAC latent reconstruction mismatch." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Both are video-input reports, but they affect different models and concrete failure points." + "reason": "Tokenizer special-token registration vs. BitNet packed-weight unloading; no shared underlying bug." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + "reason": "Both involve multimodal/video models, but the concrete issues are different: Qwen3OmniMoe video processing vs. Qwen3.5 video chat-template token/feature mismatch." }, { "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." + "reason": "Different problems in unrelated code paths: fbank feature extraction vs. add-new-model-like mapping failure." }, { "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." + "reason": "Both are model-loading/input issues, but one is a processor.tokenizer regression and the other is a long-OCR index error in Kosmos2.5." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions missing and RTDetrV2 output drift are different vision regressions." + "reason": "Different regressions: missing CLIP attentions assignment vs. changed RTDetrV2 outputs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different inference issues: Bamba torch.compile/SDPA bug vs. dtype mismatches in other models." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword collision is not the same as loading a specific tokenizer/model failing." + "reason": "Different tokenizer bugs: AddedToken special-argument conflict vs. model-loading failure for cjvt/sleng-bert." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model bugs: Bamba torch.compile+SDPA vs DAC latent reconstruction mismatch." + "reason": "Unrelated model/runtime bugs with different failure modes and code paths." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma 3n's variable-name collision." + "reason": "Different multimodal models and failures: video-input processing vs. Gemma3n 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." + "reason": "Different model/input issues: LayoutLMv2 tokenizer crashes vs. Perceiver non-default-resolution image classification failure." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Different topics: Qwen3-MoE sliding-window behavior vs. trust_remote_code config 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." + "reason": "Different bugs in different components: BigBird tokenizer special-token handling vs. DAC latent conversion mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it is not conservative enough on the Mistral tokenizer pair. The packet marks issue:45081 vs. issue:45356 as deterministic_accept=false, yet the analyst set that soft-edge verdict to accept=true and described them as the same underlying regression family. That overstates the evidence. The rest of the pairwise rejections look cautious, but this one mismatch is enough to reject." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5439,33 +5196,35 @@ "component_index": 1, "component_count": 21, "review_unit_index": 17, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", "issue:43322", + "issue:43335", "issue:43388", - "issue:43421", "issue:43540", "issue:43577", "issue:43582", "issue:43606", + "issue:43643", "issue:43644", "issue:43716", "issue:43749", + "issue:43756", "issue:43782", "issue:43818", - "issue:43825", "issue:43950", - "issue:43994", "issue:44008", "issue:44186", "issue:44442", @@ -5475,9 +5234,9 @@ "issue:44509", "issue:44671", "issue:44805", - "issue:44811", "issue:44821", "issue:44843", + "issue:44877", "issue:44936", "issue:44977", "issue:44991", @@ -5492,154 +5251,165 @@ "issue:45834", "issue:45987", "issue:46032", - "issue:46291", "issue:46512" ], "soft_pairs": [ - "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:30064|issue:36331", "issue:44843|issue:45081", "issue:41720|issue:44991", - "issue:45183|issue:45479", + "issue:43322|issue:45685", "issue:44821|issue:45084", - "issue:43716|issue:44008", + "issue:45183|issue:45479", "issue:43388|issue:46032", - "issue:43950|issue:45987", + "issue:43716|issue:44008", "issue:39692|issue:45834", - "issue:45584|issue:45834", - "issue:44448|issue:44671", - "issue:43582|issue:46512", + "issue:43950|issue:45987", "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", "issue:43644|issue:43749", - "issue:43606|issue:45072", + "issue:43582|issue:46512", "issue:44485|issue:44509", - "issue:43540|issue:45381", + "issue:43606|issue:45072", "issue:34634|issue:36010", "issue:44479|issue:45834", - "issue:43782|issue:44977", - "issue:43577|issue:43818", + "issue:43540|issue:45381", "issue:44805|issue:44936", - "issue:43825|issue:43994", - "issue:43421|issue:44811", - "issue:44991|issue:46291" + "issue:43577|issue:43818", + "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "420f190142065884b11089ace1f748980f0b0555b49289528b35889ec98c665d", + "prepared_review_unit_hash": "39b649ad31cd1a2f0b652ec4eaef13cfe14e86dfaf0256c0f9130a9fba8c23d6", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35017, - "estimated_input_tokens": 8755, - "estimated_eval_tokens": 17766 + "serialized_chars": 35554, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 }, "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.", + "summary": "All soft edges look like superficially related but distinct bugs; none appear to be the same underlying issue or mergeable into one fix. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is warranted here: the items span unrelated subsystems and the soft links do not indicate true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 has the clearest bug description and the broadest framework-level impact among the set.", + "best_issue_reason": "No clear global best issue for deduplication; issue 44843 is the most concrete standalone report, but it only covers its own Mistral/offline regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failure modes: sparse-layer config bug vs RoPE layer-drop complaint." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict-config rejection for granite_speech." + }, + { + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different models and failure modes: Llava Next loading segfault vs MPS histogram op not implemented for Int." + "reason": "Completely unrelated subsystems: image processor segmentation maps vs trainer compute_loss signature mismatch." }, { "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." + "reason": "Same Mistral regex patch area, but different concrete bugs: offline model_info call vs backend_tokenizer AttributeError." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated subsystems: Qwen3 auto device mapping CUDA assert vs tokenizer loading for a RoBERTa model." + "reason": "Different components and symptoms: Qwen3 device-mapping CUDA assert vs tokenizer loading failure for est-roberta." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both mention validation/sequence-classification behavior, but one is bad input validation messaging and the other is degenerate loss computation." + "reason": "Segfault in Llava loading is unrelated to MPS histogram/int errors in moe code." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different code paths: image processor URL loading vs template compilation error." + "reason": "AutoImageProcessor URL loading issue is unrelated to the template compilation TypeError." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Different models and bugs: image preprocessor dtype mismatch vs Gemma 3n variable-name collision in forward()." + "reason": "Validation error-message bug vs degenerate zero-loss classification bug; different code paths and fixes." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different runtime areas: eval metric gathering truncation vs Mamba2 cache correctness with seq_len > 1." + "reason": "Metric gathering on tuple labels is unrelated to Mamba2 use_cache corruption." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43716", + "right": "issue:44008", "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." + "reason": "Dtype mismatch between preprocessor/model is unrelated to Gemma3n's variable-name collision crash." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." + "reason": "Docs/model mismatch and quantization example errors are unrelated to Kosmos2.5 long-OCR index errors." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-input indexing." + "reason": "Both are dtype/contract-adjacent, but one corrupts non-persistent buffers and the other returns the wrong shape from get_seq_length()." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Both are v4-v5 output regressions, but for different models and likely different root causes." + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing for a different tokenizer class." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "M4 AppleSilicon allocator warmup TypeError is unrelated to stale config.dtype after from_config()." + "reason": "Both are output regressions in v5, but they affect different models with no shared code-path evidence." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a different tokenizer class." + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 OCR long-input indexing." }, { "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." + "reason": "Non-persistent buffer corruption is a different regression from FSDP CPU RAM efficient loading." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Different device/dtype problems in different model stacks; not the same bug." + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44485", @@ -5648,58 +5418,46 @@ "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43606", + "right": "issue:45072", "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." + "reason": "CPU offload device mismatch in Bark is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior is unrelated to a GenerationMixin import error." + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." }, { "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." + "reason": "Different models and failures: Qwen video-input regression vs Kosmos2.5 long OCR indexing." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + "reason": "Both are video-input issues, but they hit different models and different bugs (processing ValueError vs wrong vision_position_ids)." }, { "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." + "reason": "Mask-shape IndexError is unrelated to trainer.evaluate failing after train()." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "TokenizersBackend post-processor update bug is different from Whisper batch_decode skip_special_tokens handling." + "reason": "BLIP2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are different problems." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure for one model is unrelated to importing transformers.pipelines under kernels v0.15." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation failure." } ] }, @@ -5715,13 +5473,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 18, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:28218", "issue:29159", @@ -5729,6 +5487,7 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43421", "issue:43526", "issue:43577", "issue:43582", @@ -5741,20 +5500,19 @@ "issue:43819", "issue:43825", "issue:43827", - "issue:43906", + "issue:43994", "issue:44060", "issue:44291", "issue:44368", - "issue:44554", "issue:44561", - "issue:44589", "issue:44610", "issue:44671", + "issue:44811", "issue:44857", "issue:44912", + "issue:44991", "issue:45003", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", "issue:45084", @@ -5765,19 +5523,22 @@ "issue:45701", "issue:45987", "issue:46192", - "issue:46209", "issue:46285", + "issue:46291", "issue:46294", "issue:46326", "issue:46463" ], "soft_pairs": [ + "issue:43825|issue:43994", + "issue:43421|issue:44811", + "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44561|issue:45020", "issue:44610|issue:45072", + "issue:43720|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", @@ -5785,204 +5546,201 @@ "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:43262|issue:43819", "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" + "issue:45372|issue:46326" ], - "prepared_review_unit_hash": "01f5a3a261f81e5641d58674ad0d49c569382648c66f932503ff6cb9efbcc07e", + "prepared_review_unit_hash": "fbf557b422cdc89dc47c7018ef52a32b0f3f7c0eec37a58ab20342fc145f91de", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35201, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35325, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 }, "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.", + "summary": "This cluster is a loose mix of unrelated regression reports across tokenization, processors, loading, dtype, and environment-specific failures. I did not find any soft pair that looks like the same underlying bug or change, so I rejected all duplicate candidates.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents this cluster: the items span many different code paths and failure modes rather than one duplicated bug.", "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_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set, but it is still too generic to be a strong canonical duplicate target for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline-related behavior, but one is an error-message/feature-support complaint and the other is a model output quality issue; different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing updates are not the same as Whisper batch_decode ignoring skip_special_tokens; different tokenizer code paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and kernel import/version failure are unrelated." + }, { "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." + "reason": "Video chat-template mismatch and T5 decoder-input validation error are different models and different failure modes." }, { "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." + "reason": "Both involve remote_code/trust_remote_code breakage, but the concrete causes differ (removed helper vs broader compatibility breakage)." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Unrelated subsystems: OmDet-Turbo image size preprocessing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Processor input-size mismatch and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet and bfloat16 dtype mismatch are separate problems." }, { "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." + "reason": "Cache sequence-length return type bug and text_kwargs/return_tensors handling bug are different API issues." }, { "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." + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." }, { "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." + "reason": "Extra space after added token is a specific tokenizer regression; inconsistent slow/fast tokenizer behavior is broader and not the same bug." }, { "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." + "reason": "Error-message wording and documentation references around pipeline removal are related contextually but not the same underlying issue." }, { "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." + "reason": "FSDP CPU RAM efficient loading breakage and init_empty_weights unexpected-argument error are different loading paths." }, { "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." + "reason": "CamemBERT masked-LM regression and generic tokenization changes are not the same concrete defect." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend/package-install issue vs Mistral regex patch crash. No overlap in code path." + "reason": "Torch backend install packaging and Mistral regex patch crash are unrelated." }, { "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." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug affect different models and code paths." }, { "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." + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset failure and CustomTrainer compute_loss signature change are unrelated." + "reason": "BarkProcessor voice_preset bug and CustomTrainer.compute_loss signature break 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." + "reason": "Unsafe sys.modules access and CLIPTextModel structure inconsistency are different issues in different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and DAC.from_latents forward-pass mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback. Unrelated." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT reduce_labels truncation vs RTDetrV2 output differences in v5. Different models and symptoms." + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output mismatch are different model/processor regressions." }, { "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." + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer crash are different attribute/path failures." }, { "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." + "reason": "MobileLLM loading KeyError and generic remote_code breakage are not the same concrete 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." + "reason": "Incorrect tied-weights warning across layers and repeated tie_word_embeddings warning during LoRA fine-tuning are not the same defect." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug. Unrelated." + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length constant issue are 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." + "reason": "Gemma 4 processor import failure from mistral_common and continue_final_message behavior for mistral_common tokenizers are different problems." } ] }, @@ -5998,13 +5756,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 19, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36010", "issue:36331", @@ -6012,23 +5770,20 @@ "issue:39692", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43450", "issue:43452", - "issue:43454", + "issue:43526", "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", @@ -6038,6 +5793,8 @@ "issue:43931", "issue:44387", "issue:44479", + "issue:44554", + "issue:44589", "issue:44610", "issue:44617", "issue:44756", @@ -6051,11 +5808,15 @@ "issue:45600", "issue:45759", "issue:45803", + "issue:46209", "issue:46291", "issue:46421", "issue:46424" ], "soft_pairs": [ + "issue:43906|issue:46209", + "issue:44589|issue:45042", + "issue:43526|issue:44554", "issue:43329|issue:45600", "issue:43638|issue:44936", "issue:43452|issue:44991", @@ -6065,229 +5826,233 @@ "issue:43257|issue:43329", "issue:42175|issue:46291", "issue:36010|issue:36331", - "issue:43746|issue:44811", "issue:43720|issue:44610", + "issue:43746|issue:44811", "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:43854|issue:44977", + "issue:45459|issue:45803", "issue:42490|issue:43257", "issue:46421|issue:46424", - "issue:45459|issue:45803", - "issue:43262|issue:44811", + "issue:43650|issue:43906", "issue:43643|issue:45759", + "issue:43262|issue:44811", "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" + "issue:43749|issue:44756" ], - "prepared_review_unit_hash": "f2ff9aa5a2418f6aa52fe141fb03b726934f2e4788cbf9137795434c8ebf949b", + "prepared_review_unit_hash": "49c9de98f0c9e4800276ba9578bd0b2ee3d49ab603dd5c06c8f4ddfa7d3e4f0d", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36514, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "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, + "summary": "The soft pairs are heterogeneous and do not describe the same underlying bug/change. They span different models, APIs, and failure modes, so all candidate duplicate links should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone report here: it has the highest discussion/inbound-reference activity and a clearly described, high-impact loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "One is an isolated reproduction of issue 38071; the other is an FP8 inference failure on B200/SM100. Different bugs and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error versus PIL backend image processors incorrectly requiring torchvision. Unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug versus an MPS attention correctness issue. Different subsystems." + }, { "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." + "reason": "Undefined variables in multimodal video token counting versus stale auto_mappings references to removed Sam3LiteText configs. Not the same bug." }, { "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()." + "reason": "DeepSpeed ZeRO3 index error in non-pretrained BERT training versus trainer.evaluate() failing after train(). Different regressions." }, { "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." + "reason": "gguf_file handling breaks from_pretrained loaders, while the tokenizer issue is specific to EMBEDDIA/est-roberta. Different load paths and causes." }, { "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." + "reason": "Bamba torch.compile/SDPA failure versus MXFP4 quantization fallback on git-oss-20b. Different models and failures." }, { "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." + "reason": "GenerationMixin import error versus Jupyter notebook custom-model initialization breakage. Different API breaks." }, { "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." + "reason": "DAC.from_latents mismatch due to missing STE versus DiaConfig losing custom token IDs on save/load. Different model behaviors." }, { "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." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed versus undefined helper variables in multimodal video token counting. Not the same issue." }, { "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." + "reason": "Missing tensorflow in the torch extra versus pipelines import failing on kernels v0.15 version/revision requirements. Unrelated dependency issues." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are separate API breakages." + "reason": "Importing GenerationMixin versus CustomTrainer.compute_loss() receiving an unexpected kwarg. Different API surface and symptom." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Different processor/model bugs: GraniteSpeech local PEFT checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Packed BitNet weights not unpacked during accelerate loading versus OmDet-Turbo processor/model input-size mismatch. Different bugs." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as OmDet-Turbo processor/model input-size mismatch." + "reason": "GraniteSpeech local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens being ignored. Different processors and code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and PIL backend requiring torchvision are unrelated issues." + "reason": "Qwen3-MoE sliding_window bug versus PIL backend requiring torchvision. No meaningful overlap." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo 640px-vs-224px input shape mismatch are different bugs." + "reason": "Unexpected zero probabilities in SigLIP2 versus OmDet-Turbo input resolution mismatch. Different vision issues." }, { "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." + "reason": "Int4 quantization reserved-memory/OOM regression versus Sam3Video OOM. Both memory-related, but not the same underlying cause." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "GLM-4.7-Flash loading/test failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "SigLIP2 documentation example errors versus git-oss-20b MXFP4 loading fallback. Docs/example bugs are unrelated to quantization loading." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same as MXFP4 quantization loading fallback." + "reason": "GLM-4.7-Flash unit-test loading failure versus Qwen3.5 flash-attention generation bug. Different models and failure modes." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "No substantive overlap: a low-quality/nontechnical issue versus an isolated reproduction of another bug." + "reason": "Exception handling around protobuf decode versus a bare except in FuyuBatchFeature.convert_to_tensors(). Similar theme, different code and symptom." }, { "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." + "reason": "Local path trailing-slash import warning versus Qwen3 MoE accelerate/deepspeed conversion problem. Different loading issues." }, { "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." + "reason": "Chunked-prefill recompilation from cache lazy init versus max_cache_length only honored for Quantized Cache. Related area, but not the same bug." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43650", + "right": "issue:43906", "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()." + "reason": "A nonspecific request ('ADD THE DATA') versus an isolated reproduction of issue 38071. No duplicate relationship." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "AutoConfig.from_pretrained with trust_remote_code dropping fields versus AutoModelForCausalLM.from_config not unwrapping text_config. Similar domain, different API behavior." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43262", + "right": "issue:44811", "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." + "reason": "Audio apply_chat_template defaulting to 16kHz versus Whisper batch_decode skip_special_tokens handling. Different processor methods." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Qwen3 MoE weight conversion failure versus GPT-oss-20b CUDA OOM. Completely different issues." }, { "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." + "reason": "Undefined video-patch helper variables in token counting versus a broader video-input regression affecting multiple Qwen VL/MoE models. Different concrete bugs." }, { "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." + "reason": "Undefined helpers in multimodal token counting versus batched video processor shape errors. Related to video, but not the same failure." }, { "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." + "reason": "Qwen3 MoE loading/conversion issue versus Qwen3-VL-30B-A3B weight-shape mismatch. Same family name, different model and bug." }, { "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." + "reason": "FSDP CPU RAM efficient loading regression versus mmap disablement to avoid OOM on Strix Halo. Different loading/memory problems." } ] }, @@ -6303,13 +6068,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 20, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:28282", "issue:29127", @@ -6325,6 +6090,7 @@ "issue:43404", "issue:43425", "issue:43452", + "issue:43454", "issue:43525", "issue:43540", "issue:43577", @@ -6338,7 +6104,6 @@ "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44568", "issue:44821", @@ -6361,262 +6126,266 @@ "issue:46512" ], "soft_pairs": [ + "issue:43454|issue:43577", + "issue:42915|issue:43742", "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:43404|issue:45127", "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:43577|issue:46512", "issue:43317|issue:45538", "issue:28282|issue:34689", + "issue:43452|issue:43582", "issue:45137|issue:45405", "issue:33357|issue:34567", "issue:44062|issue:44991", - "issue:41720|issue:43540", "issue:43742|issue:44291", + "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:44479|issue:45381", - "issue:43540|issue:44479", "issue:28282|issue:29127", + "issue:43540|issue:44479", "issue:42915|issue:43749", - "issue:44987|issue:45907", - "issue:42175|issue:44488" + "issue:44987|issue:45907" ], - "prepared_review_unit_hash": "e7f5ab035061dd1bea5aa582c12a9b234000636d2c7f1419104f4edf6da033c7", + "prepared_review_unit_hash": "30bdfee10f742ad8233e0959a7aa83b4f25d5c035e335b55bce84077c8f2fa2f", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37029, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "soft_pair_count": 32, + "serialized_chars": 37358, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "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.", + "summary": "This cluster is mostly a heterogeneous grab-bag of unrelated tokenizer, model-loading, dtype, video, and distributed-training issues. No pair is a clear duplicate; the only plausible umbrella is a broad tokenizer/version-regression report, but even that is a weak fit.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-like report here (version-dependent tokenization changes), so it is the least-bad canonical issue if one must be chosen.", "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_issue_reason": "issue:45701 is the most general and still-open issue, making it the best representative anchor for this otherwise fragmented set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different bugs: lm_head weight tying in Mistral3 vs dtype propagation in Blip2/Qformer." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures in different models: FineGrainedFP8Config vs a key error loading MobileLLM-125M." + }, { "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." + "reason": "Both mention CPU offload, but the concrete code paths and models differ (bark-small device mismatch vs Qwen3_5Moe rotary embedding)." }, { "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." + "reason": "Unrelated issues: init_empty_weights/_is_hf_initialized handling vs PIL backend image processors requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues." + "reason": "TrainerState token counting is unrelated to the GPT-OSS perplexity regression." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config failure and AutoImageProcessor URL loading are unrelated." + "reason": "Different subsystems: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "A missing config attribute and a kernels import-time revision/version requirement are different problems." + "reason": "Unrelated: missing pad_token_id on Llama4Config vs kernels v0.15 revision/version requirement." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen updates." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44568", + "right": "issue:45356", "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." + "reason": "Both are tokenizer regressions, but they affect different models and different root causes." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "Different bugs: Mistral3 weight tying vs LoRA merge collapse with extended vocabulary." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure and CLIPTokenizer max_length behavior do not describe the same issue." + "reason": "Loading a specific model on >=5.1.0 is unrelated to CLIPTokenizer's model_max_length behavior." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token IDs and MXFP4 quantization fallback are distinct bugs." + "reason": "Different issues: DiaConfig token IDs lost on save/load vs MXFP4 quantization falling back to bf16." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key handling are different regressions." + "reason": "Different model families and symptoms: RTDetrV2 output change vs Qwen3.5 save_pretrained key mismatch." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels revision/version enforcement are different dependency issues." + "reason": "Torch 2.10 incompatibility is unrelated to kernels import/revision handling." }, { "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." + "reason": "Qwen3.5 hidden-state output bug is unrelated to the generic tokenization-change report." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "gguf loading and Apple Silicon allocator warmup are unrelated." + "reason": "Backend packaging issue for TensorFlow is unrelated to the Qwen2_5_VL import error." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Packaging backend selection and a missing Qwen2_5_VL symbol are not the same issue." + "reason": "Both are dtype-related, but one is incorrect module weight dtype and the other is stale config dtype after from_config()." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "GPU/CPU offload loading failure and tokenizer max_length behavior are unrelated." + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer's model_max_length." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "General PyTorch ImportError and Llama 3.2 vision loading regression are different problems." + "reason": "Missing PyTorch import error is unrelated to Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading failures are unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error for CLIP model and TrainerState token counting are different bugs." + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." }, { "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." + "reason": "AddedToken construction error is not the same bug as loading the EMBEDDIA/est-roberta tokenizer." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "CUDA assert with auto device mapping and Qwen3OmniMoe video-input ValueError are different failures." + "reason": "Different failures: MobileLLM key error vs init_empty_weights unexpected argument." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "KeyError loading MobileLLM and init_empty_weights unexpected argument are unrelated." + "reason": "Different Qwen issues: CUDA assert during auto device mapping vs video-input processing ValueError." }, { "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." + "reason": "Both are video-input failures, but they are different models and distinct failure modes (ValueError vs StopIteration)." }, { "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." + "reason": "Related theme, but one is a broad multi-model video regression and the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as one duplicate." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import error and LayoutLMv3 box-content error are unrelated." + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box-information validation." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they target different models and likely different root causes." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/loading issues." + "reason": "Qwen3Moe FP8 loading is unrelated to FSDP CPU RAM efficient loading." }, { "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." + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated bugs." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6625,13 +6394,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 21, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:24643", "issue:27957", @@ -6640,6 +6409,7 @@ "issue:34567", "issue:36331", "issue:38175", + "issue:42175", "issue:42796", "issue:43257", "issue:43404", @@ -6661,7 +6431,6 @@ "issue:44792", "issue:44821", "issue:44898", - "issue:44913", "issue:44964", "issue:45042", "issue:45072", @@ -6676,244 +6445,219 @@ "issue:45823", "issue:45920", "issue:45987", - "issue:46121", "issue:46399", "issue:46463", "issue:46468", "issue:46491" ], "soft_pairs": [ + "issue:38175|issue:44898", "issue:24643|issue:29159", + "issue:42175|issue:44488", "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:43257|issue:43756", "issue:27957|issue:28282", + "issue:43577|issue:45072", "issue:44062|issue:45081", - "issue:43906|issue:46468", "issue:44792|issue:44964", - "issue:44737|issue:45588", + "issue:43906|issue:46468", "issue:45042|issue:45081", - "issue:43526|issue:45479", "issue:44568|issue:46491", + "issue:43526|issue:45479", + "issue:44737|issue:45588", "issue:43742|issue:44589", - "issue:43404|issue:45987", "issue:43756|issue:46399", + "issue:43404|issue:45987", "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" + "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "ed736017f09582a4ff65e0e24942cc6ec78e0122ec42f4c624703373ff85c754", + "prepared_review_unit_hash": "b8e2a75d58be69766dc31a54d7045a827fb3f76e950a5efd618311c58aa67ce7", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "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.", + "summary": "This cluster is mostly heterogeneous; only the two SigLIP2 reports look like the same underlying bug. The other soft pairs describe different models, different code paths, or different failure modes and should stay separate.", + "confidence": 0.8, + "canonical_issue_reason": "Issue #43994 is the clearest canonical for the one true duplicate pair (#43493/#43994): both describe the same SigLIP2 regression, and #43994 is the broader user-facing report.", "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_issue_reason": "Issue #45920 is the most generally representative issue in the cluster overall: it is open, recent, and describes a broad tokenizer regression affecting multiple models.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention SigLIP-related failures, but one is a zero-probabilities inference bug and the other is a Perceiver image-classification resize/interpolation issue; different code paths." + }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Different subsystems and symptoms: DeepSpeed training weight-shape error vs tokenizer consistency bug." + "reason": "DeepSpeed training shape error vs tokenizer fast/slow inconsistency; unrelated subsystems." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete failures differ: special token insertion vs tokenizer.json pre-tokenizer override." + "reason": "Package/backend dependency complaint vs a model-loading failure for a specific checkpoint; not the same bug." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both involve vision models, but they are distinct bugs with different model families and failure modes." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3-base and the other is a LlamaTokenizer pre-tokenizer override affecting DeepSeek; different failures." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Unrelated issues: XLNet device placement bug vs T5 decoder-input validation message." + "reason": "XLNet CPU allocation bug vs T5 decoder input validation error; no shared code-path." }, { "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." + "reason": "Both describe the same SigLIP2 implementation regression producing incorrect outputs; #43493 is the HF-vs-JAX diagnostic and #43994 is the broader user-facing symptom." }, { "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." + "reason": "Unexpected `_is_hf_initialized` argument during empty-weight loading vs AutoImageProcessor URL loading; unrelated." }, { "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." + "reason": "TrainerState counter not updating vs CustomTrainer signature break; different trainer internals." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different dtype issues in different models/code paths; too broad to be the same bug." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs Smollm3 RoPE-layer count regression; unrelated model-specific bugs." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Completely different problems: Flash Attention compatibility vs missing PyTorch import." + "reason": "Flash Attention 2 support for XLMRoberta vs missing-PyTorch ImportError; not the same issue." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer errors, but the concrete causes and affected code paths differ." + "reason": "Both are dtype-related, but they affect different model families and different forward/loading paths." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "A reproduction of an earlier issue is not the same as a broken official example in a different model." + "reason": "AddedToken keyword duplication vs `_patch_mistral_regex` crashing on `backend_tokenizer`; distinct tokenizer bugs." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal-model failures; no clear shared underlying bug." + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; different checkpoints and failures." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Device-placement bug in XLNet vs flash-attention auxiliary state crash are unrelated." + "reason": "A reproduction of an older issue vs a broken Nemotron example; not enough evidence of the same underlying bug." }, { "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." + "reason": "PIL backend now requiring torchvision vs Mistral regex patch crash; unrelated." }, { "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." + "reason": "mdeberta special-token insertion bug vs CodeLlama leading-space round-trip regression; different tokenizer semantics." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Different loading/runtime errors with no shared mechanism." + "reason": "BEiT image-processor label reduction bug vs sequence-classification zero-loss bug; different components." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Model weight tying bug vs cache length return-type bug; unrelated." + "reason": "XLNet CPU tensor creation issue vs flash-attention sinkless-model AttributeError; unrelated." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Different Qwen/SmolLM regressions affecting different code paths." + "reason": "MobileLLM key error vs missing Float8 storage object; unrelated load/runtime failures." }, { "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", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs AutoImageProcessor URL loading issue; no overlap." + "reason": "Smollm3 RoPE-layer regression vs Qwen3.5 kernel registration error; different code paths." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Both are model-loading complaints, but the affected entry points and failure causes differ." + "reason": "Mistral3 lm_head tying bug vs StaticCache return-type bug; unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency-version bump vs stale auto-mapping references; separate CI/package issues." + "reason": "Version-pin complaint for peft vs stale auto_mappings references; different maintenance issues." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling vs reproduction of another issue; not the same bug." + "reason": "Tokenizer BPE-marker handling bug vs a reproduction of another issue; no shared underlying defect." }, { "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." + "reason": "Qwen3.5 save_pretrained key mismatch vs broad AutoTokenizer token-id regression across many models; different failure modes." } ] }, "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." + "feedback": "The summary is well grounded in the packet. The representative issue choice (issue:45920) is defensible because it is open, recent, and broad. The canonical issue choice for the only clearly duplicate pair (issue:43493 / issue:43994) is also supported. The soft-edge verdicts are appropriately conservative overall, and I don\u2019t see any overstated evidence or mergeability problems." }, "evaluator_used": true, "retried": false, @@ -6926,13 +6670,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 22, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:24643", "issue:28282", @@ -6944,14 +6688,12 @@ "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", @@ -6960,13 +6702,13 @@ "issue:44484", "issue:44493", "issue:44514", - "issue:44568", "issue:44625", "issue:44704", "issue:44811", "issue:44843", "issue:44877", "issue:44898", + "issue:44913", "issue:44936", "issue:45005", "issue:45200", @@ -6978,247 +6720,241 @@ "issue:45542", "issue:45823", "issue:46050", + "issue:46121", "issue:46170", "issue:46178", "issue:46463", "issue:46491" ], "soft_pairs": [ + "issue:44913|issue:46121", "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:45200|issue:46463", "issue:28282|issue:32090", + "issue:44493|issue:46050", "issue:44466|issue:45005", - "issue:43452|issue:44843", "issue:28282|issue:33357", + "issue:43452|issue:44843", "issue:43688|issue:43749", "issue:43819|issue:44811", "issue:44936|issue:45823", - "issue:38175|issue:43295", "issue:44361|issue:44442", + "issue:38175|issue:43295", "issue:45372|issue:46170", - "issue:45542|issue:46178", "issue:43653|issue:44361", + "issue:45542|issue:46178", "issue:42898|issue:46491", - "issue:44514|issue:45381", "issue:44484|issue:44704", + "issue:44514|issue:45381", "issue:43452|issue:43577", "issue:43295|issue:45356", - "issue:43577|issue:43697", - "issue:43531|issue:43742", - "issue:43653|issue:44568" + "issue:43577|issue:43697" ], - "prepared_review_unit_hash": "9f0f9935ca390fcd0a753f97e1a32cc1fe475e601cd2a6e09a0c6e92313a8061", + "prepared_review_unit_hash": "26575c6a6cb09647d8647fa03a4842ec07c0fa9eb6c3f2371b62291e169cf6c9", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36479, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "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.", + "summary": "Mostly a heterogeneous set of unrelated issue reports across tokenization, config, loading, and trainer paths. The closest pair is 44466/45005, but the evidence is only title-level and should be treated as a likely related tied-weights/save_pretrained regression, not a confirmed duplicate.", + "confidence": 0.73, + "canonical_issue_reason": "If this cluster is anchored anywhere, issue 45005 is the best anchor because it is the broadest tied-weights/save_pretrained report; 44466 reads like a narrower device-dependent symptom, but the linkage is only suggestive.", "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_issue_reason": "Issue 45005 is the strongest overall issue candidate because it describes the broader v5 tied-weights regression and can plausibly subsume 44466 if the pair is treated as related.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but the bugs differ: GPTNeoX rotary_pct reload vs RoPE validation of a JSON-loaded list." + }, { "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." + "reason": "Different bugs and code paths: Qwen3.5 num_labels propagation vs strict config blocking granite_speech loading." }, { "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." + "reason": "Unrelated models and failure modes: BitNet packed-weight loading vs Perceiver interpolation/image-classification failure." }, { "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." + "reason": "Different subsystems and symptoms: RTDetrV2 output divergence vs Qwen3.5 save_pretrained regression." }, { "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." + "reason": "Both involve config fields, but the underlying problems differ: trust_remote_code field loss vs a specific missing field in Qwen3_5MoeVisionConfig." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and LayoutLMv3 box-validation messaging are unrelated." + "reason": "DeepSpeed training weight-dimension runtime error and a LayoutLMv3 error-message clarity issue are not the same bug." }, { "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." + "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate() after train are unrelated code paths." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Position-id key warnings and sinq quantized save/load breakage are different problems." + "reason": "Different models and defects: Gemma 4 mm_token_type_ids handling vs T5 decoder-input validation messaging." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch missing import error is unrelated to NoneType broadcast failures in Trainer." + "reason": "AutoModel missing PyTorch import failure and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "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:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading and sinq quantized save/load breakage are different issues." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both affect AutoTokenizer loading, but gguf_file handling and offline model_info calls are different code paths and failure modes." + "reason": "They are likely related tied-weights/save_pretrained reports, but the evidence is only title-level and deterministic_accept is false, so this is not strong enough to call a duplicate." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error with a CLIP model are unrelated." + "reason": "Missing PyTorch import and MacOS bus error on a CLIP model are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is gguf/from_pretrained breakage and the other is offline model_info() behavior in _patch_mistral_regex." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are separate issues." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different training/load problems." }, { "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." + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluation failure after training and Gemma4 device_map mismatch are different failures." + "reason": "trainer.evaluate() failing after train is not the same as Gemma4 device_map='auto' forward device mismatch." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." + "reason": "Both are tokenizer loading failures, but for different tokenizer classes and different failure modes." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Different tokenizers and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Siglip2 zero probabilities and processor.tokenizer access regression are distinct issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import issue and Windows/ROCm torch.distributed dependency problem are unrelated." + "reason": "Gemma 4 processor import failure from mistral_common and Windows ROCm torch.distributed dependency errors are unrelated." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both mention backend handling, but tensorboard-without-TensorFlow and tensorflow_text backend validation are different bugs." + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are different tokenizer bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "BigBird special-token decoding and MLukeTokenizer task AttributeError are unrelated." + "reason": "Both involve backend handling, but they affect different optional backends and different failure paths." }, { "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." + "reason": "Both are tokenizer behavior regressions, but one is a v5 cleanup-space policy change and the other is a CodeLlama round-trip leading-space loss." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Qwen2_5_VL batched chat-template crash and video vision_position_ids mismatch are different Qwen2.5-VL bugs." + "reason": "max_shard_size documentation/question and AutoProcessor cached_file kwargs forwarding are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "save_pretrained shard-size question and AutoProcessor kwarg forwarding are unrelated." + "reason": "Different Qwen2.5-VL bugs: batched chat template crash vs incorrect vision_position_ids for video input." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + "reason": "gguf/from_pretrained 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." + "reason": "Custom processor/tokenizer regression and Kimi-K2.5 codec handling 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." + "reason": "Blip2 dtype loading and RTDetrV2 output differences are unrelated." } ] }, "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." + "accept": false, + "feedback": "The overall grouping is mostly grounded, but the one accepted soft pair is stated too strongly. In the packet, 44466\u219445005 is only a title-level soft-similarity pair and its deterministic_accept is false; calling it a \"true duplicate\" and the \"same underlying tied-weights/save_pretrained regression\" overstates what the evidence shows. It would be safer to describe this as a possible/likely related pair rather than a confirmed duplicate. The other negative verdicts are generally conservative and well-supported by the titles." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7227,13 +6963,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 23, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:29159", "issue:32090", @@ -7244,8 +6980,8 @@ "issue:41720", "issue:43262", "issue:43295", - "issue:43452", "issue:43504", + "issue:43531", "issue:43550", "issue:43577", "issue:43606", @@ -7259,13 +6995,13 @@ "issue:43756", "issue:43927", "issue:44361", - "issue:44451", "issue:44464", "issue:44466", "issue:44479", "issue:44514", "issue:44554", "issue:44561", + "issue:44568", "issue:44610", "issue:44625", "issue:44743", @@ -7285,12 +7021,14 @@ "issue:46402" ], "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:44568", "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:43756|issue:46402", "issue:43688|issue:45440", "issue:43653|issue:43927", "issue:43550|issue:43927", @@ -7299,245 +7037,250 @@ "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:41720|issue:44464", "issue:43643|issue:44561", - "issue:44466|issue:46050", "issue:43504|issue:43720", "issue:43504|issue:43550", + "issue:44514|issue:45290", + "issue:44466|issue:46050", "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:44977|issue:46209", "issue:33666|issue:36331", - "issue:43452|issue:44451" + "issue:43262|issue:43295" ], - "prepared_review_unit_hash": "ae53c4dc9dc8ad32c5e9109e826b90a23aaa17f0a31d27e1f9161de0ac6e2166", + "prepared_review_unit_hash": "d54f49cb3a7c85ead9102bb7660e8c00991ffb6773c7d561fe922a7965f8f813", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37352, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "soft_pair_count": 33, + "serialized_chars": 37678, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 }, "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.", + "summary": "This cluster is highly heterogeneous: the items span tokenizer regressions, model-loading failures, training/runtime errors, and architecture-specific bugs. None of the soft-edge pairs look like the same underlying bug/change, so the safe triage outcome is to keep them separate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set; it is open, has multiple inbound references, and describes a version-dependent tokenization regression, which makes it the most reasonable anchor despite the cluster\u2019s overall heterogeneity.", "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_issue_reason": "issue:45701 is the best representative issue for this cluster because it is active/open and broad enough to serve as a practical triage anchor for the tokenizer-regression side of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error; different models and different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but the bugs are different: BigBird mask token registration vs mdeberta BOS/EOS omission." + }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different bugs: custom model init regression vs FSDP CPU RAM efficient loading." + "reason": "Custom model initialization breakage is unrelated to 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." + "reason": "Both involve generation/cache/compiled paths, but one is chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5." }, { "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." + "reason": "Both are tokenizer-loading regressions, but one is HF_HUB_OFFLINE/mistral regex patching and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Unrelated: auxiliary-loss normalization vs a T5 memory leak from apex FusedRMSNorm." + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm and leaking memory." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Different model-loading failures: RoPE layer dropping vs Sam3 text encoder weights not being loaded." + "reason": "Slow/fast tokenizer inconsistency is unrelated to a MacOS bus error loading a CLIP model." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer inconsistency vs a MacOS bus error in a pretrained CLIP model." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-specific issues." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different underlying problems: MoE auxiliary-loss scaling vs divergence from remote DeepSeekV3 implementation." + "reason": "Both reference model discrepancies, but the underlying bugs are different: auxiliary-loss normalization vs DeepSeekV3 implementation divergence." }, { "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." + "reason": "BigBird tokenizer special-token registration is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to config token-ID loss after save/load." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug is not the same as a broad version-dependent tokenization change." + "reason": "MoE auxiliary-loss normalization is not the same as a broad tokenization-regression report." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression in Qwen VL models is unrelated to 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." + "reason": "Gemma3 NaN embeddings from sliding-window attention are different from NaNs in classification heads after checkout/init." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Torch.compile SDPA issue is unrelated to MLukeTokenizer task AttributeError." + "reason": "Bamba torch.compile SDPA failure is unrelated to MLukeTokenizer 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." + "reason": "Compiled chunked-generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths and symptoms." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training on Qwen2-VL is unrelated to an ImportError for GenerationMixin." + "reason": "Multi-GPU training problems are unrelated to the GenerationMixin import error." }, { "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." + "reason": "MobileLLM loading key error and AutoImageProcessor URL loading failure are different loader bugs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are distinct distributed-training issues." + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:41720", + "right": "issue:44464", "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." + "reason": "Qwen3 auto device-mapping cudaErrorAssert is not the same as chunked generation inconsistency with compiled forward." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "One is tied-weight serialization varying by device; the other is quantized save/load breakage." + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig and the other is is_torch_fx_available removal breaking remote-code models." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field failure in BeitForSemanticSegmentation is unrelated to BitNet packed-weight loading." + "reason": "BEiT legacy-field load failure and BitNet packed-weight unpacking failure are unrelated loading bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model families and code paths: legacy config field vs Bamba torch.compile with SDPA." + "reason": "BEiT pretrained loading and Bamba torch.compile/SDPA are different subsystems and failure modes." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but they target different inputs and bugs: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization depends on model device, while sinq quantized save/load is a different persistence bug." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + "reason": "Blip2 dtype propagation 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." + "reason": "BEiT legacy-field loading and OmDet-Turbo processor image-size mismatch are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading under accelerate and config token-ID persistence are different bugs." + "reason": "BitNet accelerate-loading unpacking and DiaConfig token-ID persistence are different save/load problems." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Attention correctness on MPS is unrelated to importing Trainer failing because of datasets." + "reason": "MPS attention correctness is unrelated to the Trainer import breakage caused by datasets." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is not the same as DiaConfig token-ID loss." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token-ID loss." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Audio sampling-rate default bug and processor.tokenizer/image handling regression are different issues." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to FP8 inference failure on B200." }, { "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." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different training issues." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "GGUF file loading breakage is a different failure mode from ScandiBERT tokenizer/model loading." + "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image-handling regression are separate processor API bugs." } ] }, @@ -7553,13 +7296,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 24, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:28218", "issue:33357", @@ -7570,16 +7313,15 @@ "issue:43295", "issue:43299", "issue:43334", + "issue:43452", "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", @@ -7587,6 +7329,7 @@ "issue:43927", "issue:43994", "issue:44361", + "issue:44451", "issue:44464", "issue:44466", "issue:44488", @@ -7612,10 +7355,11 @@ ], "soft_pairs": [ "issue:43525|issue:43572", - "issue:45823|issue:46050", + "issue:43452|issue:44451", "issue:43278|issue:43688", - "issue:43994|issue:46192", "issue:43720|issue:44361", + "issue:45823|issue:46050", + "issue:43994|issue:46192", "issue:43493|issue:43825", "issue:39692|issue:43493", "issue:44964|issue:45405", @@ -7633,224 +7377,222 @@ "issue:33357|issue:33666", "issue:44589|issue:45520", "issue:43257|issue:43299", - "issue:43334|issue:43572", "issue:44568|issue:45812", + "issue:43334|issue:43572", "issue:43824|issue:44589", - "issue:44464|issue:46424", "issue:43927|issue:44361", + "issue:44464|issue:46424", "issue:43334|issue:45759", - "issue:43504|issue:43606", - "issue:43278|issue:43701", - "issue:43575|issue:45405" + "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "ef1568e04c083e03a790cb91cec9ae5ab3ee2addbc7af77d54010cf1f742bf01", + "prepared_review_unit_hash": "dbc29d608f01a551e2fdf0830b9899900c22416e0cecd2eb77a1ef7bd45a4710", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37028, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "soft_pair_count": 30, + "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": "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.", + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, config/attribute breaks, model-loading failures, and training/runtime bugs. None of the soft edges look like true duplicates or mergeable PR-equivalent changes.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated bugs; if a representative is needed, issue 45812 is the clearest broad tokenizer-regression report, but it does not cover the rest of the cluster.", "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_issue_reason": "Issue 45812 is the strongest representative issue: it describes a broad, user-visible tokenizer regression affecting all Granite models, with a clear symptom and likely shared root cause.", "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." + "reason": "Both mention missing pad token fields after v5, but they affect different configs/models and different attribute names; not the same concrete bug." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:44451", "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." + "reason": "One is a gguf_file regression in loading APIs, the other is a specific model load failure for ScandiBERT; no shared code-path evidence." }, { "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." + "reason": "BF16/FP32 dtype drift during eval is unrelated to auxiliary-loss normalization in MoE training." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 inference quality issues are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Packed-weight loading in BitNet and a tokenizer AttributeError in MLuke are unrelated failures." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Packed-weight loading in BitNet and an MLukeTokenizer AttributeError are unrelated subsystems and failure modes." + "reason": "Different models and different failure modes: device_map forward mismatch versus save/load breakage after quantization." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality problems are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "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." + "reason": "A SigLIP2 implementation discrepancy is not the same bug as an incorrect pipeline error message 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." + "reason": "Both involve SigLIP2, but one is documentation/example breakage and the other is an implementation mismatch; not the same issue." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "A model-loading failure is unrelated to a PEFT version bump and release-status problem." + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to an unsafely bumped PEFT version floor." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states output behavior and FP8 inference on B200 are separate runtime issues." + "reason": "Qwen3.5 hidden-states behavior and FP8/B200 inference are different runtime paths with no clear overlap." }, { "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." + "reason": "A missing num_labels propagation bug is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS bus error on CLIP are entirely different bugs." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." }, { "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." + "reason": "Both are Qwen3.5, but hidden_states behavior and incorrect visual encoder key serialization are different concrete bugs." }, { "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." + "reason": "Documentation example issues do not match the processor.tokenizer / image-tokenization regression in custom model code." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different training pathologies." + "reason": "Eval dtype changes and ZeRO-3 gradient growth are separate training-path problems." }, { "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." + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient instability." }, { "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." + "reason": "A specific model load failure and an offline-mode Mistral-regex regression are different loading issues." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; the code paths are not shown to be the same." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are distinct v5 regressions." + "reason": "Custom model initialization breakage and lm_head serialization differences are unrelated." }, { "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." + "reason": "Video-input processing in Qwen3OmniMoe is not the same as flash-attention generation behavior in Qwen3.5." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS CLIP crash and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated subsystems." }, { "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." + "reason": "Float8 storage lookup failure and flash_attn import mapping on Python 3.13 are separate compatibility issues." }, { "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." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is composite Qwen3VL model loading; not enough to treat as one bug." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config and missing pad_token_idx in StableLmConfig are separate config regressions." + "reason": "Both are tokenizer regressions, but they concern different models and different incorrect-token behaviors." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43334", + "right": "issue:43572", "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." + "reason": "Missing pad_token_id in Qwen3-VL text config and missing pad_token_idx in StableLmConfig are similar in theme but not the same concrete defect." }, { "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." + "reason": "An import symbol missing for Qwen2.5-VL is unrelated to a Float8 storage-object error." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss and an MLukeTokenizer AttributeError are unrelated." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as max_cache_length being ignored outside quantized cache." }, { "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." + "reason": "Both are multimodal Qwen config issues, but one is a missing pad_token_id attribute and the other is improper unwrapping of text_config; different failures." }, { "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." + "reason": "Beit legacy-field loading and suno/bark CPU-offload device mismatch are unrelated bugs." } ] }, @@ -7866,13 +7608,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 25, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:15354", "issue:28218", @@ -7881,21 +7623,21 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", "issue:42490", "issue:43065", + "issue:43278", "issue:43493", "issue:43504", "issue:43540", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", "issue:43696", "issue:43701", "issue:43844", "issue:43873", - "issue:43957", "issue:43994", "issue:44112", "issue:44291", @@ -7924,122 +7666,128 @@ "issue:46369" ], "soft_pairs": [ + "issue:43278|issue:43701", + "issue:43575|issue:45405", "issue:43572|issue:44291", - "issue:45200|issue:45229", "issue:44792|issue:45405", + "issue:45200|issue:45229", "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:43873|issue:46050", "issue:43844|issue:44964", + "issue:45588|issue:46050", "issue:43065|issue:46369", - "issue:42490|issue:43696", "issue:29159|issue:32090", + "issue:42490|issue:43696", "issue:44423|issue:44734", "issue:45084|issue:45520", - "issue:44554|issue:45446", "issue:28218|issue:34567", + "issue:44554|issue:45446", "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" + "issue:45072|issue:45198" ], - "prepared_review_unit_hash": "fdfabab66f62cbef4d604927de899aaf19194fce308133cf6b20ea8d42b1976a", + "prepared_review_unit_hash": "3e71404ae4f1b713febe2f8df5581c3473d5278513ed8eaae11e9c8e49b952f7", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35921, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 }, "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.", + "summary": "No soft pair appears to be the same underlying bug/change; the candidates span unrelated tokenizer, serving, quantization, model-loading, and training issues. If a representative issue is needed, issue 43873 is the broadest and most actively discussed, but it is not a confirmed duplicate of the others.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the broadest, most active open issue in the set and reads like a central user-facing regression report, so it is the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 is the strongest standalone issue here: detailed, user-visible, and widely discussed.", + "best_issue_reason": "Issue 43873 has the strongest mix of scope and discussion activity, making it the best standalone issue candidate in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43278", + "right": "issue:43701", "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." + "reason": "Different failures: dtype drift in eval vs checkpoint key mismatch during resume." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump/release issue." + }, + { + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Gemma4 text-only token defaults vs multi-GPU CUDA OOM are different failure modes and code paths." + "reason": "One is a missing config field; the other is a constructor/init_empty_weights API mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus test and a PEFT version pin problem are unrelated." + "reason": "Janus image-generation test failure has no relation to the PEFT version problem." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning defaults vs multi-GPU inference OOM are different code paths and bugs." }, { "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." + "reason": "Both mention devices, but they are different model/test failures with different root causes." }, { "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." + "reason": "Unexpected position-id keys and CLIP structural inconsistency are distinct API regressions." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated tokenizer/model bugs." + "reason": "Legacy-field loading for BEiT and BigBird tokenizer special-token registration are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "CUDA OOM during inference is different from a PLE device-placement mismatch during forward." + "reason": "Both are Gemma4 inference issues, but OOM and device mismatch are different underlying bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled forward chunked generation and Whisper empty-transcription handling are distinct generation bugs." + "reason": "Compiled-forward chunked generation mismatch is unrelated to Whisper empty-transcription handling." }, { "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." + "reason": "SigLIP2 bad outputs and position-id key warnings are different symptoms and code paths." }, { "left": "issue:29942", @@ -8048,100 +7796,94 @@ "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training failure." }, { - "left": "issue:45588", + "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Flash-attention import/runtime crash with sink-less models is not the same as sinq save/load breakage." + "reason": "Quantization/offloading behavior and sinq save/load breakage are not the same defect." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed/ZeRO gradient anomalies and Phi-4 multimodal loading failures are unrelated." + "reason": "ZeRO-3 gradient growth is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as SAM3 litetext memory overflow." + "reason": "flash_attention.py sink-less crash and sinq persistence issues involve different components." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Local-path import warning and GPT-oss OOM are unrelated." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a Trainer GPU broadcast NoneType error are different code paths." + "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast errors are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss OOM are completely different issues." }, { "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." + "reason": "Both are serve/runtime crashes, but one is multimodal .to() handling and the other is KV-cache indexing." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation errors and Python 3.13 flash_attn import keys are unrelated." + "reason": "Template-node compilation error and Python 3.13 flash_attn import error are unrelated." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "An MPS attention correctness issue is not the same as a PyTorch version guard bug." + "reason": "Added-token spacing and token counter updates are different tokenizer/trainer behaviors." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "MPS attention correctness differs from a PyTorch version guard bug in flex_attention." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-param list handling are separate bugs." + "reason": "Gemma4Processor missing _tokenizer and rope validation type handling are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are different problems." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 token-type defaults are different issues." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults." }, { "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." + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are not the same bug." }, { "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." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are unrelated." } ] }, @@ -8157,13 +7899,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 26, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:28218", "issue:35141", @@ -8173,7 +7915,6 @@ "issue:42490", "issue:42915", "issue:43232", - "issue:43278", "issue:43295", "issue:43334", "issue:43450", @@ -8186,7 +7927,6 @@ "issue:43653", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43950", "issue:43957", @@ -8201,6 +7941,7 @@ "issue:44898", "issue:44987", "issue:45127", + "issue:45200", "issue:45290", "issue:45356", "issue:45381", @@ -8215,18 +7956,20 @@ "issue:46512" ], "soft_pairs": [ - "issue:44186|issue:46192", + "issue:37428|issue:43957", + "issue:45200|issue:45823", "issue:43295|issue:43450", + "issue:44186|issue:46192", "issue:45823|issue:46192", "issue:43232|issue:44849", "issue:43295|issue:44610", - "issue:44521|issue:45290", "issue:43295|issue:43873", + "issue:44521|issue:45290", "issue:43572|issue:44987", "issue:45520|issue:46178", + "issue:43550|issue:43844", "issue:39692|issue:46192", "issue:44554|issue:45356", - "issue:43550|issue:43844", "issue:43572|issue:43957", "issue:45381|issue:46209", "issue:37428|issue:43824", @@ -8239,207 +7982,212 @@ "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:43452|issue:46512", "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "1bf673b8944801cca573461a46b51da95c9dbb43aeccf5a3a049dc429db1653b", + "prepared_review_unit_hash": "de8e0149abfd136a1a95efa4d5d2227cfb0145549bb32ed9326ad2837cdc9b2b", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36386, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "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, + "summary": "None of the proposed soft pairs look like true duplicates; they span unrelated regressions, model families, and code paths. No PRs were provided.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 44521 is the clearest open, user-facing bug with solid activity and a well-scoped reproduction around multimodal chat masking.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone representative: active, clearly described, and directly impacts a common public API path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: flash-attention import symbol missing vs. meta-device model loading breakage. Not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", "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." + "reason": "Different symptoms and paths: mm_token_type_ids defaulting for text-only fine-tuning vs. device mismatch under device_map=auto." }, { "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." + "reason": "Different components: processor/tokenizer regression vs. batched video processor shape bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "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." + "reason": "One is a device placement bug, the other is an argument-handling bug in processor inputs." }, { "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." + "reason": "Generation-state update bug after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer passthrough regression and OmDet-Turbo image-size mismatch are different multimodal issues." + "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo\u2019s image size mismatch." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43295", + "right": "issue:43873", "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." + "reason": "Processor API regression and quantization/offloading behavior are different code paths." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other crashes on tool-call messages. Not the same bug." }, { "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." + "reason": "Missing pad_token_idx in one config class is unrelated to loading physical-intelligence/fast on newer transformers." }, { "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." + "reason": "Different backend import errors: flash_attn on Python 3.13 vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth in DeepSpeed." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs example issues and return_tensors/text_kwargs precedence are different problem classes." + "reason": "SigLIP2 documentation mistakes are unrelated to the return_tensors/text_kwargs API regression." }, { "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." + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer regression." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and meta-device loading failures are separate model-loading issues." + "reason": "Missing pad_token_idx and meta-device loading failures are separate regressions." }, { "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." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different ImportErrors involving different symbols and modules; no shared root cause is evident." + "reason": "Different missing imports for different symbols and model families." }, { "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." + "reason": "Serialization inconsistency of tied weights is not the same as LoRA merge collapse with extended vocabulary." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory not released are unrelated." + "reason": "Perceiver input-size failure and RT-DETR memory-release issue affect different model behavior." }, { "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." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Import warning for trailing-slash local paths and SigLIP2 HF/JAX discrepancy are unrelated." + "reason": "Local-path trailing-slash warning is unrelated to SigLIP2 implementation discrepancy." }, { "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." + "reason": "Janus image-generation test failure is unrelated to stale num_return_sequences warning in paged generate()." }, { "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." + "reason": "Both mention missing pad_token_id, but they are different model configs and different load paths; not enough evidence of one shared bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2_5_VL import error are unrelated." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen2.5-VL import failure." }, { "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." + "reason": "Both are SigLIP2-related, but one reports zero probabilities while the other reports a JAX/HF discrepancy; insufficient evidence they are the same bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device-override CI failure are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are different problems." + "reason": "GGUF loading failures are unrelated to stale config.dtype after from_config(dtype=...)." }, { "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." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied weights." } ] }, @@ -8455,13 +8203,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 27, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:29942", "issue:32090", @@ -8469,6 +8217,7 @@ "issue:38175", "issue:41720", "issue:43262", + "issue:43278", "issue:43335", "issue:43388", "issue:43425", @@ -8481,22 +8230,20 @@ "issue:43819", "issue:43824", "issue:43827", + "issue:43856", "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", @@ -8508,236 +8255,230 @@ "issue:46209", "issue:46234", "issue:46285", - "issue:46326", "issue:46402", - "issue:46512" + "issue:46431", + "issue:46512", + "issue:46566" ], "soft_pairs": [ + "issue:43278|issue:43856", "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:43262|issue:43450", "issue:45520|issue:46170", - "issue:41720|issue:46209", "issue:38175|issue:45412", "issue:43819|issue:44112", + "issue:41720|issue:46209", "issue:44561|issue:46234", - "issue:44610|issue:44857", - "issue:43827|issue:43901", "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:44610|issue:44857", "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:37428|issue:43425", "issue:45759|issue:46512", + "issue:44514|issue:44521", "issue:29942|issue:32090", - "issue:45290|issue:46326", "issue:43335|issue:43653", - "issue:44448|issue:44743", - "issue:43550|issue:44112" + "issue:46431|issue:46566" ], - "prepared_review_unit_hash": "75ef9f0d1d7e0b712b4d3513c140a16054b45f76277f3cedb0b8bcc77b29f441", + "prepared_review_unit_hash": "31af2fbc1c47eb546cf8ce69efb9dadd830a776177b51d0b22c4cc9a60321aec", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36363, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "soft_pair_count": 27, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "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.", + "summary": "This set is not a true duplicate cluster: it mixes unrelated model-loading, processor, training, and docs bugs across many subsystems. None of the soft edges look mergeable into a single issue, so all candidate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not share one underlying bug. The closest thematic subgroup is around chat_template/processor behavior, but it is still not a duplicate set.", "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_issue_reason": "Issue 44521 is the broadest, most central current processor/chat_template bug among the listed items, but it still does not represent the full set of unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different model families and failure modes: missing Qwen2.5-VL import vs incorrect detokenization for DeepSeek Coder." + "reason": "BF16/eval dtype mismatch vs Qwen3 MoE memory usage; different bugs and code paths." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Unrelated processor bugs: BeitImageProcessorFast label reduction vs return_tensors being ignored when text_kwargs is passed." + "reason": "Qwen2.5-VL import error vs DeepSeek detokenization regression; unrelated failures." }, { "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." + "reason": "Both involve multimodal models, but one is mm_token_type_ids defaults and the other is RoPE position scaling; not the same bug." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different code paths: gather_for_metrics batch-truncation logic vs BeitImageProcessorFast reduce_labels behavior." + "reason": "Both touch labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduce_labels." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Image processor label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated." }, { "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." + "reason": "Different tokenizer classes and different failure modes: AutoTokenizer loading vs save_pretrained/tokenization." }, { "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." + "reason": "Chat template sampling-rate default vs video processor batched shape; different processor pipelines." }, { "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." + "reason": "Python 3.13 flash_attn import key error vs Windows ROCm torch.distributed dependency issue; unrelated environment breakages." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Completely different issues: unexpected zero probabilities in SigLIP2 vs RT-DETR memory release after deletion." + "reason": "Unexpected zero probabilities vs RT-DETR memory leak; different models and symptoms." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different functionality: DAC latent reconstruction mismatch vs a stale CI device-override test in GraniteSpeech." + "reason": "DAC forward/from_latents mismatch vs GraniteSpeech CI stale device override test; not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware-specific failures: cudaErrorAssert on A800 vs FP8 inference on B200." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both concern removed/added import_utils helpers, but they are different symbols and different breakages." + "reason": "Both are import_utils symbol removals, but they involve different missing helpers and different breakages." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Processor input-size mismatch for OmDet-Turbo vs float16 AMP crash in LwDetrImageLoss are unrelated." + "reason": "Both are config/structure issues, but Qwen multimodal text_config unwrapping is unrelated to CLIP .text_model inconsistency." }, { "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." + "reason": "Both are docs regressions, but they refer to different APIs and different deprecated options." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different model-architecture problems: unwrapping text_config for Qwen multimodal configs vs CLIP text model structure inconsistency." + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; unrelated detection issues." }, { "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." + "reason": "Unsupported center arg in a feature extractor vs Whisper empty-transcription generation bug; different audio paths." }, { "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." + "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; different helpers and models." }, { "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." + "reason": "AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss logic when denoising is off; different training bugs." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different subsystems and fixes: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer creation bug vs Bamba torch.compile SDPA failure; unrelated model-specific issues." }, { "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." + "reason": "Generic base_model_prefix loading regression vs Sam3Model text encoder weight loading; not the same bug." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43606", + "right": "issue:45083", "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." + "reason": "CPU-offload device mismatch for bark-small vs qwen3_omni_moe output-length helper; unrelated." }, { "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." + "reason": "Missing flash_supports_window_size import vs Torch 2.10 incompatibility; different compatibility problems." }, { "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." + "reason": "Both involve from_config, but one is text_config unwrapping and the other is stale config.dtype after dtype construction." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Unrelated training/runtime failures: Flash Attention 2 test breakage vs NoneType passed to _gpu_broadcast_one." + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:29942", + "right": "issue:32090", "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." + "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error; unrelated." }, { "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." + "reason": "Sparse layer creation in SwitchTransformers vs BigBirdTokenizer special-token decode issue; unrelated." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Different areas entirely: Bamba SDPA compile failure vs GraniteSpeech stale device-override CI test." + "reason": "Processor missing chat template vs DiffusionGemma staying on meta device; different failure classes." } ] }, @@ -8753,13 +8494,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 28, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:26413", "issue:28218", @@ -8771,14 +8512,13 @@ "issue:37428", "issue:38175", "issue:39692", - "issue:40444", "issue:42490", "issue:43278", "issue:43335", "issue:43504", "issue:43526", + "issue:43550", "issue:43606", - "issue:43701", "issue:43720", "issue:43819", "issue:43825", @@ -8790,6 +8530,7 @@ "issue:44448", "issue:44493", "issue:44561", + "issue:44743", "issue:44779", "issue:44855", "issue:44857", @@ -8807,254 +8548,262 @@ "issue:45593", "issue:45823", "issue:45859", - "issue:46234" + "issue:46234", + "issue:46326" ], "soft_pairs": [ + "issue:45290|issue:46326", + "issue:43550|issue:44112", + "issue:44448|issue:44743", "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:45588|issue:45859", + "issue:39692|issue:43526", + "issue:43819|issue:44493", "issue:26413|issue:31501", + "issue:44206|issue:45823", "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:39692|issue:44493", "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" + "issue:45290|issue:45381", + "issue:38175|issue:44493" ], - "prepared_review_unit_hash": "ef782da2a76d9411c85fc0840a9d86c0caf2697f519a8fb046923096528e079e", + "prepared_review_unit_hash": "82540a8467b592611b21e643cce13d0e3e5632c1f6530af0bd15230904fb4d1e", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36327, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "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.", + "summary": "Most candidates are clearly unrelated despite some broad subsystem overlap. The only strong duplicate pair is the two reports of the same Qwen3.5 MoE `from_pretrained` regression; everything else differs by model, code path, or symptom.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the more detailed of the duplicate Qwen3.5 MoE regression reports and is the better anchor for the cluster.", "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_issue_reason": "issue:45310 is the clearest standalone representative: it has the fuller description and matches the duplicate report in issue:45478.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenizer/chat-template behavior, but one is tool-call handling and the other is `continue_final_message` for mistral_common; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a Bamba torch.compile/SDPA failure, the other is a GraniteSpeech CI stale-device test; different models and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3.5 recurrent-state reset in cached seq_len>1 paths." + }, { "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." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to a qwen3_omni_moe feature-length helper bug." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Unrelated code paths: SwitchTransformers config layer construction vs BEiT pretrained-model legacy field loading." + "reason": "SwitchTransformers config layer creation bug and BEiT legacy-field loading bug affect different code paths." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different release breakages." + "reason": "A missing flash-attention import helper is unrelated to the missing `HybridCache` symbol." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab tying collapse is unrelated to the 2^24 category limit runtime error." + "reason": "LoRA/extended-vocab collapse is unrelated to the categorical-cardinality 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." + "reason": "Gemma4 `mm_token_type_ids` defaulting and flash-attention `s_aux=None` crashes are different model-specific defects." }, { "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." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to an error-message wording issue for unsupported translation tasks." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-validation messaging is unrelated to the Trainer `_gpu_broadcast_one` TypeError." + "reason": "LayoutLMv3 box-validation messaging and `_gpu_broadcast_one` rejecting None are unrelated failures." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different subsystems: SwitchTransformers config vs Qwen3 Omni feature-length helper behavior." + "reason": "Sparse-layer creation in SwitchTransformers is not the same bug as qwen3_omni_moe feature-length calculation." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "SigLIP2 docs/quantization issues are not the same as BEiT fast image-processor label reduction." + "reason": "BitNet packed-weight loading and GraniteSpeech stale-device CI are different issues with no shared code path." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." + "reason": "Both involve Qwen3.5/GPU offload topics, but one is flash-attention `s_aux` handling while the other is rotary embedding CPU-offload compatibility; not mergeable as one fix." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:39692", + "right": "issue:43526", "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." + "reason": "SigLIP2 docs/example problems are unrelated to BeitImageProcessorFast's `reduce_labels` return-value bug." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "BitNet loading/unpacking behavior and GraniteSpeech CI device-override failure are different issues." + "reason": "DAC latent decoding mismatch is unrelated to position-id key warnings across models." }, { "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." + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb training not starting are different training pipeline problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 device-map forward mismatch." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to a stale CI test in GraniteSpeech." + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech device-override CI are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "SwitchTransformers layer-creation 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." + "reason": "Same underlying regression: Qwen3.5 MoE `from_pretrained` fails in transformers>=5.4.0; the titles and context match." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf exception handling and a missing import_utils feature flag are different problems." + "reason": "Tokenizer protobuf error masking and missing `is_falcon_mamba_ssm_available` utility are unrelated import/tokenizer issues." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to widespread `position_ids` key warnings." + "reason": "Llama 3.2 vision model loading regression and embedding reinitialization after resize are different code paths." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Llama 3.2 Vision loading regression is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "SigLIP2 docs/quantization issues do not match the broad position-id warning regression." }, { "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." + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash unit-test load failure are different loading problems." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark and AMP/CUDA crash in LwDETR are unrelated." + "reason": "CPU offload device mismatch in Bark is unrelated to float16 AMP crash in LwDETR loss." }, { "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." + "reason": "Pegasus v4/v5 output mismatch and DeepSeek tokenizer v5 regression are different model/tokenizer behaviors." }, { "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." + "reason": "DSA indexer activation issue and removal of `is_torch_fx_available` breaking trust_remote_code are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different numeric/mixed-precision failures in different models." + "reason": "Different dtype-related failures in different models/code paths; not the same underlying bug." }, { "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." + "reason": "Tokenizer added-space behavior and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Checkpoint key mismatch and Qwen3 Omni feature-length helper behavior are unrelated." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video `vision_position_ids` are different bugs." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to BEiT image-processor label reduction." + "reason": "Zero probabilities in SigLIP2 is unrelated to position-id warnings across models." } ] }, "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." + "feedback": "The summary is well grounded in the packet: issue:45310 and issue:45478 are an exact title match and clearly the strongest duplicate pair. The soft-edge verdicts are conservative and mostly separate by model, code path, or symptom, with no obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -9067,13 +8816,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 29, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:10000", "issue:15354", @@ -9086,14 +8835,17 @@ "issue:34689", "issue:35141", "issue:37428", + "issue:40444", "issue:41720", "issue:42490", "issue:43278", "issue:43329", "issue:43381", "issue:43412", + "issue:43526", "issue:43550", "issue:43575", + "issue:43701", "issue:43746", "issue:43873", "issue:43927", @@ -9108,16 +8860,12 @@ "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", @@ -9125,252 +8873,238 @@ "issue:46399" ], "soft_pairs": [ + "issue:43701|issue:45083", + "issue:40444|issue:43526", "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:44448|issue:44977", + "issue:44977|issue:45229", "issue:43927|issue:45698", - "issue:43746|issue:46209", "issue:10000|issue:15354", "issue:27957|issue:34689", - "issue:37428|issue:44987", + "issue:43746|issue:46209", "issue:43278|issue:43329", + "issue:37428|issue:44987", "issue:44857|issue:45588", "issue:44561|issue:44779", - "issue:43873|issue:45229", "issue:43278|issue:43381", + "issue:43873|issue:45229", "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:45588|issue:45823", "issue:44448|issue:44466", - "issue:45198|issue:45803", - "issue:45372|issue:45588", - "issue:45245|issue:45563", - "issue:42490|issue:43873" + "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "a785b6ae6228baee622380d27735825313b58be76b4d1701160f2f98982f48de", + "prepared_review_unit_hash": "166c663382ef54558121912ba6e8f564c2ff2ebff91e7bc536d98c4000c26734", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37219, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "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.", + "summary": "No duplicate pairs should be merged here; the cluster is a heterogeneous mix of tokenizer, model-loading, flash-attention, training, export, and device-map bugs. If forced to pick a representative issue, issue:45920 is the broadest concrete regression, but it does not subsume the rest of the cluster.", "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_issue_reason": "issue:45920 is the closest representative because it is a concrete v5 tokenizer regression affecting multiple models, but the cluster is still too mixed to have a true canonical issue.", "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_issue_reason": "issue:45920 is the best single issue to represent the cluster\u2019s strongest recurring theme (tokenizer/output regressions across models), though it is not a real umbrella for the other bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image VL fine-tuning failure and Beit label reduction bug are different components and failure modes." + }, { "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." + "reason": "Both involve tokenizers, but one is a wrong-token-id regression and the other is return_tensors being ignored when text_kwargs is passed." }, { "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." + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are unrelated." }, { "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." + "reason": "Flash Attention 2 test failures do not match the token-embedding reinitialization bug." }, { "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." + "reason": "Bamba torch.compile/SDPA failure is a different code path from qwen3_omni_moe length computation." }, { "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." + "reason": "Both mention parsing/decorator issues, but they affect different models and fail in different places." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local-path import warning and Qwen2 tensor-parallel OOM are unrelated." + "reason": "Trailing-slash import warning is not the same as Qwen2-57B-A14B-Instruct OOM during tensor-parallel load." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44448", + "right": "issue:44977", "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." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are distinct bugs." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Local checkpoint loading for GraniteSpeech PEFT adapters is unrelated to FP8 inference failure on B200." + "reason": "Saving custom token IDs and loading the wrong custom module after save_pretrained are both serialization-related but not the same bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." + "reason": "German DistilBertModel issue and ViT torch.jit 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." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading regression are different failures." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:43746", + "right": "issue:46209", "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." + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated." }, { "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." + "reason": "BF16-to-FP32 dtype change in eval is unrelated to the undefined video-branch helpers in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing internal flash-attention helper import and loading physical-intelligence/fast are different regression symptoms." }, { "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." + "reason": "AMP loss crash and flash_attention.py crashing on s_aux=None are distinct 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." + "reason": "trust_remote_code breakage from removed API is unrelated to Deepseek tokenizer regression." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43381", "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." + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval are different issues." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype mismatch in evaluate is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Quantization offloading behavior and multi-GPU CUDA OOM are not the same defect." }, { "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." + "reason": "Generation failure with flash-attention and a stale num_return_sequences warning are different severities and behaviors." }, { "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." + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM do not share the same bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." + "reason": "Python version compatibility 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." + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaNs are separate components." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error are unrelated." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different issues." + "reason": "Trainer broadcast failure and Adafactor/DeepSpeed OOM are different training-time problems." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization inconsistency are both v5 regressions but not the same concrete bug." + "reason": "flash_attention.py AttributeError on sink-less models is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + "reason": "v4/v5 Pegasus output drift and lm_head.weight serialization inconsistency are both v5 regressions but not the same bug." }, { - "left": "issue:45372", + "left": "issue:43412", "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." + "reason": "Executorch export failure and flash_attention.py s_aux=None crash affect different subsystems and code paths." } ] }, @@ -9386,13 +9120,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 30, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:27957", "issue:29127", @@ -9400,7 +9134,6 @@ "issue:30064", "issue:33357", "issue:34567", - "issue:35141", "issue:39692", "issue:42490", "issue:42915", @@ -9410,18 +9143,16 @@ "issue:43278", "issue:43381", "issue:43421", - "issue:43526", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43824", + "issue:43873", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44279", "issue:44361", "issue:44442", "issue:44462", @@ -9429,265 +9160,269 @@ "issue:44743", "issue:44871", "issue:44977", - "issue:45072", "issue:45198", + "issue:45245", "issue:45372", "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", + "issue:45563", + "issue:45588", "issue:45593", "issue:45712", - "issue:45834", + "issue:45803", "issue:46121", "issue:46369" ], "soft_pairs": [ - "issue:45372|issue:45406", - "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:42490|issue:43873", + "issue:45245|issue:45563", "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45372|issue:45406", "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:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43065|issue:43994", "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:43994|issue:45412", "issue:44265|issue:45198", + "issue:45372|issue:45459", "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" + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "6385c9abb5d5afb11a48f2893a6be0a899cbac43a266daa8a382a5f4ed526251", + "prepared_review_unit_hash": "e852b99cd17dff3f8c5b7f42dc24c618725d504749414a9f79a283a259e9f16f", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38171, - "estimated_input_tokens": 9543, - "estimated_eval_tokens": 19342 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36390, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "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.", + "summary": "The cluster is a noisy mix of unrelated issue reports across many models and utilities. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them into duplicates. There is no clear canonical issue or PR for this set.", + "confidence": 0.94, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: Wav2Vec2 save/tokenization failure vs Fuyu batch tensor conversion swallowing errors." + }, { "left": "issue:45372", - "right": "issue:45406", + "right": "issue:45588", "accept": false, - "reason": "Different Gemma 4 failures: mistral_common import error vs missing _tokenizer in serve." + "reason": "Gemma4 processor import failure vs flash-attention crash on `s_aux=None`; different code paths and symptoms." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different models and symptoms: MacOS bus error vs doc example mismatch/quantization failure." + "reason": "Category-count runtime error vs stale `num_return_sequences` warning; not the same issue." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "One is error-message clarity, the other is a trainer token counter not updating." + "reason": "LayoutLMv3 box validation messaging is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch are separate problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is an import dependency break and the other is a serve-time missing `_tokenizer` attribute; not clearly the same fix." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Different loading/config bugs: base_model_prefix regression vs rope-validation TypeError." + "reason": "Base-model-prefix loading regression is unrelated to ROPE-validation list typing." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to Qwen recurrent-state cache resetting." + "reason": "BigBird tokenizer special-token decode bug vs Qwen3.5 recurrent-state reset bug; different components." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder issue vs RT-DETR memory leak; not the same bug." + "reason": "Dummy Conv2d placeholder cleanup is unrelated to RT-DETR memory being retained after deletion." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Unsupported center arg crash in LasrFeatureExtractor is unrelated to Qwen video regression." + "reason": "MLuke tokenizer task AttributeError is not the same as Wav2Vec2 save/tokenization failure." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "FP8 config failure in Qwen3Moe vs quantized model saving failure are different code paths." + "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen2-57B-A14B TP OOM." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." + "reason": "Gemma3 EOS config mismatch and Qwen3.5 flash-attention generation failure are different issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Gemma-3 EOS config mismatch and Qwen3.5 flash-attention generation are different problems." + "reason": "Unsupported `center` arg in LasrFeatureExtractor vs video-input regression for Qwen VL models." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Embedding dtype drift in eval mode is unrelated to tp loading OOM for Qwen2-57B-A14B." + "reason": "Dummy Conv2d placeholder cleanup does not match SigLIP2 nonsense-output behavior." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different issues." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Protobuf-related tokenizer error masking is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated maintenance bugs." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as void segmentation-map processing failure." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different failures." }, { "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." + "reason": "RT-DETR GC/memory-retention issue is not the same as sam3-litetext memory overflow." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different architectural bugs." + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE implementation divergence are unrelated model-specific bugs." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Gemma 4 processor loading import error is unrelated to protobuf-hidden tokenizer decode errors." + "reason": "SigLIP2 output corruption is unrelated to RT-DETR object lifetime/memory retention." }, { "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." + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save behavior." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import error and protobuf-gated tokenizer error masking are different tokenizer-loading problems." }, { "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." + "reason": "BigBird special-token decode bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct loading/serialization problems." + "reason": "Wrong tokenizer decoder type in v5 and ignoring repository tokenizer.json are distinct loading regressions." }, { "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." + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not clearly the same code-path bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Unclear error message for LayoutLMv3 boxes vs MacOS bus error on a CLIP model." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model 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." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different problems." } ] }, @@ -9703,13 +9438,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 31, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:27957", "issue:29127", @@ -9717,28 +9452,27 @@ "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:43701", "issue:43761", + "issue:43824", "issue:43873", "issue:43931", + "issue:43994", "issue:44062", "issue:44077", - "issue:44079", + "issue:44186", "issue:44206", + "issue:44279", "issue:44387", "issue:44442", "issue:44464", @@ -9748,32 +9482,41 @@ "issue:44898", "issue:44977", "issue:45003", + "issue:45072", "issue:45245", "issue:45440", - "issue:45479", "issue:45491", "issue:45588", "issue:45600", + "issue:45834", "issue:45859", "issue:45907", "issue:46121", - "issue:46234", + "issue:46369", "issue:46399" ], "soft_pairs": [ - "issue:42915|issue:43931", + "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:43575|issue:44387", + "issue:42915|issue:43931", "issue:43526|issue:44857", - "issue:43334|issue:43531", "issue:46121|issue:46399", + "issue:43334|issue:43531", "issue:43761|issue:45859", "issue:27957|issue:29127", "issue:44977|issue:45245", - "issue:43262|issue:44206", "issue:27957|issue:33290", + "issue:43262|issue:44206", "issue:45588|issue:45600", - "issue:44464|issue:45491", "issue:33290|issue:34689", + "issue:44464|issue:45491", "issue:43646|issue:44077", "issue:33290|issue:35141", "issue:33290|issue:34567", @@ -9783,209 +9526,222 @@ "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" + "issue:34689|issue:43611" ], - "prepared_review_unit_hash": "68854c668b5c7930d32e9d71652ed64e73cfcd8f2ee3b4ecaec41dd5e7bba2b4", + "prepared_review_unit_hash": "dcf9e533eaf46e6746ec5b7ea14eebcb6a104c8de1691f5a16f53898ab93d95e", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36118, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "soft_pair_count": 31, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "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.", + "summary": "This cluster is heterogeneous: mostly unrelated transformer/model bugs with no convincing duplicate pairs. I rejected all soft edges; the only plausible commonality is broad subsystem overlap, not the same underlying fix.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate emerges from the set; the issues span unrelated model-loading, tokenizer, vision/audio, and training/runtime bugs.", "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_issue_reason": "issue:43873 is the broadest and most actively discussed report here, with inbound references and a general quantization/offloading memory symptom, so it is the best anchor if one issue must represent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:45834", "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." + "reason": "Different bugs in different models: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failures: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error messaging vs token embedding reinit after resize." }, { "left": "issue:43575", - "right": "issue:44387", + "right": "issue:43701", "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." + "reason": "Different code paths: tensor-parallel load OOM vs resume_from_checkpoint key mismatch." }, { "left": "issue:43526", - "right": "issue:44857", + "right": "issue:44186", "accept": false, - "reason": "These affect different components: BeitImageProcessorFast label reduction vs. LwDetrImageLoss AMP/CUDA crash." + "reason": "Different tokenizer/processor bugs in different models; no shared concrete fix." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing eval-mode behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific Qwen class vs a generic dependency issue; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure vs dtype mismatch in inference; separate problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM/quantization, but one is model load with tensor parallelism and the other is int4 reserved-memory regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes and model families: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", "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." + "reason": "Image processor label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { "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." + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration ValueError are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL load is unrelated to sliding_window behavior in Qwen3-MoE." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoE CPU-offload incompatibility are unrelated code paths." + "reason": "CLIPVisionModel hidden_states regression vs Qwen3.5 MoE CPU-offload incompatibility; not the same bug." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated issues." + "reason": "FlashAttention 2 support request for XLM-Roberta is unrelated to LayoutLMv3 error handling." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the category-count runtime limit error." + "reason": "Flash-attention generation bug and category-cardinality RuntimeError are unrelated." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:27957", + "right": "issue:33290", "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." + "reason": "XLM-Roberta Flash Attention 2 request does not match an Adafactor+DeepSpeed OOM." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are different bugs with no shared code path." + "reason": "Audio chat-template sampling-rate default is unrelated to LasrFeatureExtractor's unsupported center arg." }, { "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." + "reason": "Flash-attention sink-less AttributeError and stale auto_mappings config references are different failures." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 sliding-window NaNs are different generation/attention failures." + "reason": "Adafactor/DeepSpeed OOM is not the same as Llama 3.2 Vision model-loading regression." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "An optimizer memory OOM and a model-loading regression for Llama 3.2 Vision are not the same problem." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Gemma3 sliding-window NaNs." }, { "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." + "reason": "Both involve initialization semantics, but one is a general v5 custom-model break and the other is a specific model's optional post_init policy." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM during training and embedding reinitialization after resize are unrelated." + "reason": "Training OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer-induced OOM is unrelated to TrainerState token accounting." + "reason": "OOM during training and num_input_tokens_seen not updating are distinct issues." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are separate issues." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to quantization offloading behavior." }, { "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." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens 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." + "reason": "Tokenizer loading failure and Perceiver image-classification resolution bug are different subsystems." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are unrelated." + "reason": "sys.modules access issue in modeling_utils is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and recurrent-state reset are not the same underlying bug." + "reason": "Local-path import warning has no relation to Qwen3.5 recurrent-state cache behavior." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "AddedToken constructor conflict and list_repo_files revision forwarding are unrelated." }, { "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." + "reason": "These are both model-loading regressions, but they affect different releases and code paths; not the same concrete fix." } ] }, @@ -10001,41 +9757,39 @@ "component_index": 1, "component_count": 21, "review_unit_index": 32, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", - "issue:27957", "issue:28282", - "issue:32090", + "issue:42175", "issue:42617", "issue:42796", "issue:42907", "issue:43232", - "issue:43295", "issue:43316", "issue:43388", "issue:43493", + "issue:43525", "issue:43550", "issue:43575", "issue:43606", "issue:43643", "issue:43701", - "issue:43742", + "issue:43720", + "issue:43723", "issue:43749", "issue:43761", - "issue:43825", "issue:43827", "issue:43873", "issue:43931", "issue:44077", + "issue:44079", "issue:44188", "issue:44190", "issue:44442", @@ -10049,6 +9803,7 @@ "issue:45137", "issue:45216", "issue:45290", + "issue:45479", "issue:45698", "issue:45759", "issue:45803", @@ -10059,217 +9814,224 @@ "issue:46506" ], "soft_pairs": [ + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43720|issue:44442", + "issue:43761|issue:44079", "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:43931|issue:45216", "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:44464|issue:46421", "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" + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "cc02ef70d5bb019bababc792f36de79c8e9cd65f7ba93a7984aedcd02d5b617e", + "prepared_review_unit_hash": "a2af47fc3e0de21b02a73ef64e88eb6752762da4fd50458a65a2fccbf5161b8c", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35528, - "estimated_input_tokens": 8882, - "estimated_eval_tokens": 18020 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "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.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated config, loading, generation, tokenizer, and backend/dependency issues. None of the soft pairs looks like a true duplicate of the same underlying bug/change, so they should stay separate.", "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_issue_reason": "No strong duplicate center exists; if one issue must anchor the cluster, issue 45698 is the broadest save/load serialization report and has the most discussion/inbound references, but it is still not a true duplicate of the others.", "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_issue_reason": "Issue 45698 is the most broadly framed and actively discussed issue in the set, so it is the least-bad representative despite the cluster being mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config/API mismatches, but one is Gemma3TextConfig field parity and the other is Llama4Config missing pad_token_id; different models and fixes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import problems: one is torch install packaging not including TensorFlow, the other is a missing import-utils symbol for falcon mamba availability." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 vs degenerate zero-loss sequence-classification behavior; unrelated code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading of packed weights is unrelated to AutoTokenizer failing on a FastSpeech2Conformer tokenizer." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states, the other is generic ModelOutput key assignment after None; related theme but not the same concrete bug." + }, { "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." + "reason": "PatchTSMixer post_init API validation and Qwen video-input regression are different model-specific problems." }, { "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." + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate training/eval issues." }, { "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." + "reason": "Hidden-states forwarding bug vs attention-kernel divergence under torch.compile; different failure modes and fixes." }, { "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." + "reason": "SigLIP2 implementation parity is unrelated to stale pipeline references in docs after v5 removals." }, { "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." + "reason": "A model load regression for physical-intelligence/fast is not the same as a missing tensorflow_text backend mapping." }, { "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." + "reason": "Both involve save/load, but one is failing to save dequantized models while the other loads the wrong custom module after save_pretrained; distinct bugs." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure vs tensor conversion exception handling; not the same underlying bug." + "reason": "Tokenizer class resolution failure is unrelated to Fuyu tensor conversion swallowing KeyboardInterrupt/errors." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offload behavior bug vs Gemma eos_token_id config inconsistency." + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id config inconsistency do not share the same code path." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load versus incorrect checkpoint saving after save_pretrained; related family but different bug surfaces." }, { "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." + "reason": "Gemma3TextConfig API discrepancy is separate from AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM-efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are both loading issues but not the same underlying defect." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint-resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA output differences are unrelated." }, { "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." + "reason": "Python 3.13 import/torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "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." + "reason": "Missing fields when trust_remote_code=True and rotary_pct resetting on reload are both config persistence problems, but they affect different mechanisms and fixes." }, { - "left": "issue:44190", + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from cache lazy initialization causing recompilation." + }, + { + "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset script failure vs model-type/config loading error; unrelated." + "reason": "A local dataset loading script bug is unrelated to an unrecognized model_type in config.json." }, { "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." + "reason": "Both touch import utilities, but they concern different missing dependencies/symbols and different package entry points." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE-marker handling and chat-template tool-call tokenization are different bugs." + "reason": "Tokenizer BPE-marker handling and chat-template tool-call crashing are different tokenizer/chat-template bugs." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "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." + "reason": "Pipeline top_k nesting behavior and AutoModel PyTorch ImportError are unrelated." }, { "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." + "reason": "3d_parallel.py execution failure and Qwen2 TP out-of-memory are both parallelism-related but not the same bug." }, { "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." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -10285,14 +10047,18 @@ "component_index": 1, "component_count": 21, "review_unit_index": 33, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", "issue:41950", "issue:42175", "issue:43065", @@ -10303,17 +10069,16 @@ "issue:43441", "issue:43452", "issue:43475", - "issue:43504", - "issue:43525", - "issue:43531", "issue:43540", "issue:43572", + "issue:43575", "issue:43646", "issue:43650", - "issue:43673", "issue:43688", "issue:43716", + "issue:43742", "issue:43761", + "issue:43825", "issue:44077", "issue:44162", "issue:44479", @@ -10322,238 +10087,234 @@ "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:43295|issue:43825", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355", "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:45803|issue:46365", + "issue:44610|issue:46369", "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:45803|issue:46170", + "issue:43650|issue:46202", + "issue:43065|issue:44617", "issue:41950|issue:43475", + "issue:43540|issue:44514", "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" + "issue:45127|issue:45200", + "issue:43572|issue:46178" ], - "prepared_review_unit_hash": "b34321075d8d63b5cd77e9e38a31e5e27c1045350146d3499735712b9c86b495", + "prepared_review_unit_hash": "be95edc6e06ed7bac4f61c718c2237504a832aa7526f1f6051b501210fa684c8", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35461, - "estimated_input_tokens": 8866, - "estimated_eval_tokens": 17988 + "serialized_chars": 34758, + "estimated_input_tokens": 8690, + "estimated_eval_tokens": 17636 }, "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.", + "summary": "The items are mostly unrelated standalone issues, so there is no strong single duplicate cluster. The closest theme is general v5/v5.3 regression and API compatibility breakage, but the soft pairs do not look like the same underlying bugs.", + "confidence": 0.33, + "canonical_issue_reason": "No clear universal canonical exists across these heterogeneous issues; if one must be chosen, issue 43295 is the broadest representative because it captures a backward-compatibility regression affecting existing custom model/processor code.", "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_issue_reason": "Issue 43295 is the best umbrella representative for the overall set because it is a concrete, user-facing regression with broad impact, while the rest are narrower or unrelated model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is a processor/tokenizer API break and the other is an error-message/task-support issue; different bugs and fixes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large Qwen model with tensor parallelism is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta and a Trainer `_gpu_broadcast_one` NoneType error are separate code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing `transformers.onnx` module import error." + }, { "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." + "reason": "Gemma3Config API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model-family bugs." }, { "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." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are distinct configuration/API issues." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend dependency packaging issue is unrelated to a Gemma config API discrepancy." + "reason": "Missing TensorFlow in a Torch install extra is unrelated to a Gemma3TextConfig API mismatch." }, { "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." + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after special-token alignment are different bugs." }, { "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." + "reason": "Optional post_init allowance in patchtsmixer and non-persistent buffer junk in v5 are unrelated regressions." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Processor output resolution mismatch vs SAM3-LiteText memory overflow; same general area, different underlying failure." + "reason": "Trust-remote-code cache-path collision and max_cache_length handling for quantized cache are separate cache features." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Cache path collision and cache-length semantics are separate cache bugs with different failure modes." + "reason": "A bare except swallowing errors in Fuyu conversion is unrelated to importing Trainer failing with datasets installed." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific regressions." + "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are not the same issue." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "A data-placeholder issue is unrelated to Gemma roundtrip/tokenization behavior." + "reason": "ESM2 breakage and a janus image-generation test failure affect different models and failure modes." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Dummy Conv2d in a decoder and SAM3 video OOM are not the same code-path problem." + "reason": "Custom model initialization regression and GPTNeoX rotary_pct not persisting on reload are different configuration problems." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched chat-template padding are distinct processor bugs." + "reason": "Gemma eos_token_id inconsistency and sinq quantization save/load corruption are unrelated." }, { "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." + "reason": "Fuyu's exception handling bug and a Windows ROCm torch.distributed import/type error do not share a concrete root cause." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "A broad Transformers 5.0 custom-model init regression is not the same as GPTNeoX rotary_pct persistence on reload." + "reason": "The first is a non-informative issue body; the second is a specific Gemma pipeline roundtrip failure." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "EOS-token config inconsistency is unrelated to quantized model save/load corruption." + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are related only by model family, not by the same bug." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and a missing SAM3 video encoder attribute are different failures." + "reason": "Video-classification pipeline processor lookup and a missing `fpn_position_embeddings` attribute are different SAM3/video issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal/video processing, but one is a video-input validation error in Qwen3OmniMoe and the other is a batched chat-template padding crash in Qwen2_5_VLProcessor." }, { "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." + "reason": "Broken `gguf_file` loading and an unrecognized model missing `model_type` are separate model-loading failures." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are separate model internals issues." + "reason": "LM head weight tying in Mistral-3 and FlashAttention failure in Ministral-3 are different code paths." }, { "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." + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated." }, { "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." + "reason": "A metrics-gathering bug with tuple labels and auxiliary-loss normalization are different trainer/model-training issues." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "TensorBoard/TensorFlow backend resolution and a missing import_utils helper are different dependency/import issues." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are not the same defect." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "A missing config attribute and a sliding-window behavior issue in Qwen3-MoE are not the same defect." + "reason": "StableLmConfig missing pad_token_idx and a backend-mapping error for tensorflow_text are unrelated configuration/import issues." } ] }, @@ -10569,13 +10330,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 34, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:25251", "issue:27957", @@ -10583,8 +10344,9 @@ "issue:41720", "issue:42490", "issue:43065", - "issue:43335", - "issue:43540", + "issue:43504", + "issue:43525", + "issue:43531", "issue:43550", "issue:43644", "issue:43673", @@ -10595,16 +10357,15 @@ "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:44743", "issue:44792", "issue:44855", "issue:44877", @@ -10612,29 +10373,34 @@ "issue:44933", "issue:44964", "issue:44977", - "issue:45127", "issue:45245", - "issue:45357", "issue:45362", "issue:45381", "issue:45406", + "issue:45542", "issue:45563", "issue:45584", "issue:45588", "issue:45600", + "issue:45698", + "issue:46234", "issue:46369", "issue:46421" ], "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43525|issue:43531", "issue:44792|issue:44977", - "issue:44617|issue:45584", "issue:44734|issue:45406", + "issue:44617|issue:45584", "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:45381|issue:46369", + "issue:43931|issue:44060", "issue:43761|issue:44242", "issue:35141|issue:42490", "issue:45563|issue:45584", @@ -10644,222 +10410,226 @@ "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:44464|issue:45563", "issue:43976|issue:44855", "issue:43550|issue:44190", + "issue:44617|issue:46369", "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" + "issue:25251|issue:27957" ], - "prepared_review_unit_hash": "da3cb412bb54ea6fceb6653326c0c53b3675a88ec84a95e28bfda5147c61ac2f", + "prepared_review_unit_hash": "b1078b719101eccb60cd9b4acd33587738fbdfab622f410380ea17b46f85b691", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35998, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "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.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers/v5 or model-family themes. The one likely duplicate pair is the chunked-prefill cache regression pair; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46421 is the best canonical issue: it describes the underlying chunked-prefill cache initialization problem directly, and it is the most current open report in that line of bugs.", "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_issue_reason": "issue:46421 is the strongest overall representative because it names the code path and failure mode most concretely (lazy cache init with chunked prefill), making it the best target for deduping follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different model families and failure modes: Janus test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Both mention cache/recurrent-state behavior, but one is a v5.0.0 chunked_prefill cache-missing bug and the other is a Qwen3 modular recurrent-state reset bug; different models and different failure modes." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different problems: Beit preset loading breaks on a legacy field, while from_pretrained/save_pretrained loads the wrong custom module." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated packaging/import issues: one is a TensorBoard-without-TensorFlow backend error, the other is a missing import utility symbol." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen/Llama config objects, but one is a missing pad_token_id attribute and the other is a sliding_window behavior issue in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Unrelated bugs: Sam3Video CUDA OOM versus Whisper empty-transcription generation failure." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different model paths and likely different bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are different code paths." + "reason": "Both are runtime crashes in serve/chat-like paths, but one is KV-cache continuation tensor indexing and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is a memory issue; Whisper empty transcription after align_special_tokens is a generation edge-case bug." }, { "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." + "reason": "A failing janus image-generation test is not the same as stale auto_mappings references to 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." + "reason": "One is non-persistent buffers being junk-filled in v5; the other is GPTNeoX rotary_pct not persisting on reload." }, { "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." + "reason": "A local dataset loading issue in a training script is unrelated to a multimodal model loading error for Phi-4." }, { - "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:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both describe the same chunked-prefill cache initialization regression in v5: one as a missing GenerationMixin cache and the other as lazy cache init causing spurious recompilation." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Video vision_position_ids regression and Sam3LiteText memory overflow are different bugs and different models." + "reason": "Both are video/model-specific regressions, but one is Qwen2.5-VL video position IDs and the other is memory overflow in sam3-litetext." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:43931", + "right": "issue:44060", "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." + "reason": "Different Qwen3-VL vs Qwen3-Next loading/tied-weights issues; not the same code-path bug." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and missing load-balancing loss are unrelated implementation issues." + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are separate training/inference bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding reinitialization on resize is unrelated to slash-suffixed local model import warnings." + "reason": "Resizing token embeddings reinitialization and trailing-slash local model import warnings are unrelated loader behaviors." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale num_return_sequences warning in paged generate is unrelated to Whisper empty-transcription failure." + "reason": "A stale warning for paged generate num_return_sequences is not the same as Whisper failing on empty transcription after token alignment." }, { "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." + "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to flash_attention.py crashing on s_aux=None." }, { "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." + "reason": "Docs still referencing pipeline() after removals is not the same as a model 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." + "reason": "A v5.3.0 video-input regression across Qwen VL variants is broader and different from a serve-side KV cache continuation indexing crash." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d and OmDet-Turbo processor image-size mismatch are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor input-size mismatch are different model/processor configuration problems." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and category-count limit error are unrelated runtime bugs." + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 categories limit are unrelated runtime errors." }, { "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." + "reason": "Junk-filled non-persistent buffers and GPTNeoX rotary_pct resetting on reload are different persistence bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + "reason": "Missing import from image_utils and Qwen3.5-35B chat crashes are unrelated." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44464", + "right": "issue:45563", "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." + "reason": "Chunked generation inconsistencies with compiled forward are not the same as a stale warning about num_return_sequences in paged generate." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support failure and an IndentationError on Python 3.13 are separate compatibility issues." + "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to a TorchScript decorator/comment parsing error." }, { "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." + "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-related but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; different models and likely different fixes." }, { "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." + "reason": "PatchTSMixer post_init policy and strict config blocking granite_speech are separate configuration-policy issues." }, { "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." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:46421 and issue:43673 are clearly the closest duplicate pair by title/content, and the rest of the soft-edge rejections are conservative and supported by the issue titles. I don\u2019t see overstatement or an unsafe merge of unrelated reports." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10868,32 +10638,29 @@ "component_index": 1, "component_count": 21, "review_unit_index": 35, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36246", "issue:38617", "issue:41628", - "issue:41950", "issue:42175", "issue:42796", "issue:43116", "issue:43295", + "issue:43335", "issue:43404", + "issue:43540", "issue:43643", - "issue:43650", - "issue:43673", "issue:43854", - "issue:44016", "issue:44112", "issue:44186", "issue:44190", - "issue:44220", "issue:44246", "issue:44279", "issue:44295", @@ -10907,9 +10674,12 @@ "issue:44938", "issue:44964", "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45357", + "issue:45381", "issue:45446", "issue:45542", "issue:45584", @@ -10921,103 +10691,127 @@ "issue:46121", "issue:46234", "issue:46421", - "issue:46424", "issue:46489", "issue:46506" ], "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:43540|issue:44734", "issue:44779|issue:46489", - "issue:44737|issue:45803", "issue:43116|issue:44190", + "issue:44737|issue:45803", "issue:44938|issue:45542", "issue:43295|issue:45276", - "issue:45276|issue:45584", "issue:44462|issue:45907", + "issue:45276|issue:45584", "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:36246|issue:38617", "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:44295|issue:46506", "issue:44964|issue:45600", - "issue:43854|issue:44964", + "issue:44186|issue:44734", + "issue:43404|issue:45216", "issue:45632|issue:46421", - "issue:44112|issue:44964", - "issue:43673|issue:46424", - "issue:43650|issue:44220" + "issue:43854|issue:44964" ], - "prepared_review_unit_hash": "005496d33836f9a81af35cb77405db1d2a5e9ba23d2a6d6ea9cf8b8995159459", + "prepared_review_unit_hash": "5404eb41e97a61ef7f90d1577f8121086a8195cdd51dad434d1de21605f0a629", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35838, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "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.", + "summary": "All soft-pair candidates look like false positives: they touch different code paths, different model families, or different failure modes. This cluster is heterogeneous rather than a true duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated import, tokenizer, config, CI, model-loading, and runtime bugs.", "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_issue_reason": "Issue 44521 is the most active/open and has the most references, but it still represents only one of many unrelated bugs in this cluster.", "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:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen bugs: LoRA/extended-vocab collapse vs incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated paths: SwitchTransformers sparse-layer config bug vs image-classification example dataset loading." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both multimodal, but one is assistant mask generation and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI device-override test failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video input ValueError vs serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Different bugs: XLNet forward-pass device placement vs. Fuyu tensor conversion exception handling." + "reason": "Both DeepSeek tokenizer-related, but one is a v5 regression and the other is a specific DeepSeek-Coder v1 gap in a prior fix." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and failures: classification output bug vs. local dataset loading failure." + "reason": "Different example scripts and symptoms: empty multi-label classification results vs failing to load a local dataset." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to FuyuBatchFeature's bare-except error handling." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow-backend packaging issue." + "reason": "Different dependency/import problems: Python 3.14 load failure vs tensorboard-only install missing TensorFlow backend." }, { "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." + "reason": "Processor/tokenizer API regression is unrelated to Gemma4 embedding-resize propagation." }, { "left": "issue:44462", @@ -11025,135 +10819,114 @@ "accept": false, "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model-specific bugs: embedding resize not propagating vs Whisper empty transcription after special-token alignment." + }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache collisions and a missing import-utils helper are unrelated." + "reason": "trust_remote_code cache-path collision is unrelated to a missing import_utils availability symbol." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different code paths." }, { "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." + "reason": "Missing Qwen2.5-VLImageProcessor export is not the same as missing AutoImageProcessor from the package root." }, { "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." + "reason": "Category-count runtime error is unrelated to Whisper's empty-transcription failure." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct configuration bugs." + "reason": "LlamaConfig head_dim validation and JSON-list rope-validation TypeError are distinct config bugs." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both are import errors, but for different missing symbols in different modules." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency and unsafe sys.modules access are not the same bug." + "reason": "Import performance complaints are unrelated to modeling_utils sys.modules access safety." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Torch-only install missing TensorFlow backend differs from a generic dependency issue." + "reason": "TensorFlow-backend packaging issue is too different from a generic dependency issue to treat as the same bug." }, { "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." + "reason": "Both flex_attention-related, but one is a torch>=2.9 compile failure and the other is a version-check/import guard bug." }, { "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." + "reason": "AutoConfig missing fields with trust_remote_code is different from an unrecognized model lacking model_type." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to serve KV-cache continuation indexing." + "reason": "Registering position_ids as a buffer and CPU/CUDA output differences are unrelated symptoms." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + "reason": "Phi-4 multimodal loading and stale auto_mappings references to Sam3LiteText are different issues." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Phi-4 multimodal loading and stale auto_mappings references to removed configs are different failures." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Two different model-loading regressions affecting different models and likely different compatibility breaks." + "reason": "Mistral3 weight-tying regression and Qwen3.5 save_pretrained corruption are different model serialization bugs." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to lazy cache initialization causing recompilation." + "reason": "trust_remote_code cache collisions are unrelated to spurious recompilation from lazy cache initialization." }, { - "left": "issue:44112", + "left": "issue:43854", "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." + "reason": "Both are model-loading issues, but for different models and distinct failure causes." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11162,18 +10935,19 @@ "component_index": 1, "component_count": 21, "review_unit_index": 36, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:27957", "issue:28282", "issue:32090", "issue:35141", + "issue:41950", "issue:42796", "issue:42907", "issue:43295", @@ -11183,7 +10957,6 @@ "issue:43479", "issue:43526", "issue:43531", - "issue:43577", "issue:43650", "issue:43673", "issue:43824", @@ -11192,6 +10965,7 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44112", "issue:44220", "issue:44279", "issue:44336", @@ -11199,6 +10973,7 @@ "issue:44496", "issue:44792", "issue:44933", + "issue:44964", "issue:44987", "issue:45042", "issue:45083", @@ -11210,16 +10985,18 @@ "issue:45593", "issue:45600", "issue:45759", - "issue:46082", "issue:46123", "issue:46369", - "issue:46399", "issue:46424", "issue:46506", "issue:46515" ], "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44112|issue:44964", + "issue:43673|issue:46424", "issue:27957|issue:35141", + "issue:43650|issue:44220", "issue:44016|issue:44220", "issue:43479|issue:45375", "issue:45083|issue:46506", @@ -11231,226 +11008,236 @@ "issue:43526|issue:43901", "issue:44496|issue:45042", "issue:42907|issue:43441", - "issue:44016|issue:44062", + "issue:43673|issue:44336", "issue:43441|issue:45588", "issue:46123|issue:46369", - "issue:43673|issue:44336", + "issue:44016|issue:44062", "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:43299|issue:45216", "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:42796|issue:43650" ], - "prepared_review_unit_hash": "cc1f12de6daed80d288f3401dc4b652f4c0e4bfac2af513ee1ce3ed8255e98aa", + "prepared_review_unit_hash": "3d5ee1f167c8eed076c91425bfaa2aabb627bbd705bc63a4db184b8fc4befad1", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35814, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "soft_pair_count": 31, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 }, "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.", + "summary": "These items are a loose collection of distinct Transformers issues across unrelated models, pipelines, configs, and regressions. None of the soft-pair candidates look like the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the strongest canonical candidate: it is a concrete, user-facing model-loading regression against a named model with clear impact and reproduction, while most other issues are narrower or orthogonal.", "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_issue_reason": "issue:44964 is the best representative issue for triage because it is specific enough to be actionable but broad enough to reflect a common class of latest-version loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: a video-classification pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated failure modes: GraniteSpeech CI device override vs Phi-4 multimodal model loading." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but they hit different code paths: GenerationMixin chunked prefill vs cache max length handling." + }, { "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." + "reason": "Unrelated areas: Flash Attention 2 support for XLMRoberta vs embedding resize/reinit behavior." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder/spam issue, the other is an audio feature extraction bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Unrelated bugs: notebook syntax error vs audio feature extraction helper issue." + "reason": "Notebook syntax error and fbank feature extraction are completely different issues." }, { "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." + "reason": "Both are config-related, but they involve different models and different missing/default fields." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different subsystems and symptoms: feature-extraction length helper vs CPU/CUDA output mismatch." + "reason": "Different subsystems: Qwen3 Omni feature-length helper vs CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to stale auto_mappings references." + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping CI breakage are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast error is unrelated to token embedding reinitialization." + "reason": "Trainer broadcast NoneType error is unrelated to token embedding resizing/post-init reinitialization." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import detection error vs embedding initialization bug; different code paths." + "reason": "Missing PyTorch import and embedding reinitialization are different problems with no shared code path." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility issue vs model-loading failure for a specific repo/model." + "reason": "Both are version regressions, but one is a Python support matrix problem and the other is a specific model-loading failure." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + "reason": "Different regressions: processor/tokenizer image handling vs t5gemma decoder embedding resize propagation." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label reduction bug vs pipeline docs mismatch; different artifact types." + "reason": "A BeitImageProcessorFast label-processing bug is unrelated to stale pipeline documentation." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized-model config error vs torchvision dependency regression in image processors." + "reason": "Different domains: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." }, { "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." + "reason": "Same model family but different concrete issues: save/dequantization failure vs FlashAttention load/runtime failure." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Generation cache behavior and ANSI output formatting in loading_report 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." + "reason": "Both involve flash attention, but the failing code paths and symptoms are different enough that they are not the same bug." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Pipeline batching bug vs memory overflow in a model call; no shared root cause." + "reason": "MaskGenerationPipeline batching and sam3-litetext memory overflow are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Generation cache regression is unrelated to ANSI output formatting." + "reason": "Notebook syntax error is not the same as the AddedToken keyword-argument TypeError." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure is unrelated to cache max length handling." + "reason": "A janus image-generation test failure and cache max_length behavior do not match." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary loss behavior." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss logic are different bugs." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version support issue vs generic dependency issue; not the same bug." + "reason": "A Python/version compatibility issue is not the same as a generic dependency complaint." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline documentation mismatch is unrelated to model config import errors." + "reason": "Documentation mismatch for return_all_scores does not overlap with an unrecognized-model config error." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing exported model class vs nonexistent image_utils import; different APIs and failures." + "reason": "Both are import errors, but they reference different symbols and modules with different root causes." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45759", "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." + "reason": "These are different model/configuration failures: unknown model type vs not unwrapping text_config in composite multimodal configs." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Generic unrecognized-model error is unrelated to unwrapping text_config in composite multimodal configs." + "reason": "Different regressions on different model families and code paths: loading failure vs save_pretrained checkpoint corruption." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; no shared concrete bug." + "reason": "A vague dependency issue is not the same as a specific torch 2.4.1 incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug in t5gemma is unrelated to Whisper empty-transcription generation failure." + "reason": "Token-embedding resize propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args not used vs tie_word_embeddings warning; different behavior entirely." + "reason": "SGD argument handling and a tied-embeddings warning during Qwen fine-tuning are different issues." }, { "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." + "reason": "A tokenizer BPE-marker bug and a placeholder issue are clearly unrelated." } ] }, @@ -11466,15 +11253,14 @@ "component_index": 1, "component_count": 21, "review_unit_index": 37, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:33290", "issue:38175", "issue:39692", "issue:41950", @@ -11485,6 +11271,7 @@ "issue:43441", "issue:43479", "issue:43525", + "issue:43577", "issue:43650", "issue:43653", "issue:43854", @@ -11505,6 +11292,7 @@ "issue:45081", "issue:45103", "issue:45200", + "issue:45216", "issue:45276", "issue:45278", "issue:45325", @@ -11513,227 +11301,234 @@ "issue:45405", "issue:45542", "issue:45593", - "issue:45656", "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46082", "issue:46209", + "issue:46399", "issue:46512" ], "soft_pairs": [ + "issue:46082|issue:46399", "issue:41950|issue:45020", "issue:44279|issue:45405", + "issue:43577|issue:45216", "issue:45103|issue:45372", "issue:44351|issue:45278", "issue:43299|issue:45357", + "issue:39692|issue:43901", "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:38175|issue:44617", "issue:43976|issue:45405", - "issue:43650|issue:46209", "issue:46082|issue:46512", - "issue:43299|issue:43854", + "issue:43650|issue:46209", "issue:44779|issue:45812", - "issue:44521|issue:45325", + "issue:43299|issue:43854", "issue:43479|issue:43525", + "issue:44521|issue:45325", "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", + "prepared_review_unit_hash": "db7dea7e414bbbd45d21926b5ec077b96fd38ee1b6707ab8d3c4be25a679a4c9", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34922, - "estimated_input_tokens": 8731, - "estimated_eval_tokens": 17718 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "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.", + "summary": "The set is heterogeneous and does not contain any true duplicate pairs by the available evidence. Most soft matches are superficial (shared subsystem/model family) but involve different code paths, behaviors, or regression surfaces.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, well-scoped, and has the most follow-up activity/inbound references among the set, making it the clearest issue to anchor the cluster around.", "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_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, reproducible, actively discussed, and still open for resolution.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs Qwen3.5 rotary/kernel registration crash." + }, { "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." + "reason": "Pipeline processor lookup bug vs a broad remote_code loading regression; not the same code path." }, { "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." + "reason": "Generic dependency complaint vs an unreleased PEFT version bump; different problem and fix." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained serialization corruption." }, { "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." + "reason": "auto_docstring future-annotations crash vs Gemma4 processor import failure; unrelated." }, { "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." + "reason": "Single HybridCache import error vs many import errors after upgrade; too broad and different." }, { "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." + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key bug; distinct regressions." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mismatch; documentation-only overlap is insufficient." }, { "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." + "reason": "MoE load-balancing loss gating vs mm_token_type_ids defaulting; different model logic." }, { "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." + "reason": "Video-classification processor lookup vs Gemma4 PLE device placement mismatch." }, { "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." + "reason": "Custom model processor.tokenizer regression vs Deepseek tokenizer output regression; different affected APIs." }, { "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." + "reason": "flex_attention torch 2.9 compilation failure vs TensorBoard/TensorFlow backend dependency issue." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "A Python version compatibility failure is unrelated to an unreleased PEFT minimum-version bump." + "reason": "SigLIP2 zero probabilities vs Sam3Video CUDA OOM; unrelated symptoms and models." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "The title 'ADD THE DATA' is too vague and does not match the FP8/B200 inference failure." + "reason": "Python version compatibility break vs PEFT minimum-version packaging issue." }, { "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." + "reason": "LlamaConfig head_dim validation vs from_config dtype staleness; different configuration bugs." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Both are model loading bugs, but they concern different models and failure modes, so they are not the same underlying defect." + "reason": "Non-informative request vs FP8 inference failure on B200; no shared underlying bug." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43299", + "right": "issue:43854", "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." + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load issue; different models and failure modes." }, { "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." + "reason": "Phi4MultimodalConfig default init bug vs Llama4Config missing pad_token_id; separate config issues." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks vs Qwen2.5-VL rope/position-id scaling; different multimodal internals." }, { "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." + "reason": "Device-dependent lm_head serialization vs resize_token_embeddings not updating embeddings; different state-management 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." + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." }, { "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." + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; distinct tokenizer loading issues." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBird special-token registration/decoding and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token decode bug vs D-FINE auxiliary-loss behavior; 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." + "reason": "FlashAttention failure for Ministral-3 vs Kosmos2.5 OCR index error; different code paths." }, { "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." + "reason": "Quantized model saving failure vs dequantized model loading/offload failure; related area but not same bug." }, { "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." + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; unrelated utilities." } ] }, @@ -11749,18 +11544,17 @@ "component_index": 1, "component_count": 21, "review_unit_index": 38, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ + "issue:33290", "issue:41628", "issue:42175", - "issue:42491", - "issue:43299", "issue:43441", "issue:43525", "issue:43643", @@ -11800,6 +11594,7 @@ "issue:45563", "issue:45593", "issue:45600", + "issue:45656", "issue:45712", "issue:45800", "issue:45823", @@ -11808,26 +11603,27 @@ ], "soft_pairs": [ "issue:44623|issue:44749", + "issue:33290|issue:45656", "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:44016|issue:45823", "issue:43441|issue:44683", "issue:46291|issue:46399", - "issue:44671|issue:44779", "issue:43901|issue:43994", - "issue:43723|issue:44162", + "issue:44671|issue:44779", "issue:43673|issue:43761", + "issue:43723|issue:44162", "issue:43525|issue:43881", "issue:43824|issue:43976", - "issue:43525|issue:43643", "issue:43901|issue:44246", + "issue:43525|issue:43643", "issue:44297|issue:45397", - "issue:44589|issue:45362", "issue:44188|issue:44336", + "issue:44589|issue:45362", "issue:43784|issue:45542", "issue:41628|issue:43976", "issue:44336|issue:44373", @@ -11835,217 +11631,216 @@ "issue:45103|issue:46399", "issue:45561|issue:45563", "issue:44295|issue:45397", - "issue:44242|issue:45593", - "issue:42491|issue:43299" + "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "c16f45487339ede7fae5cfd7317127a4979a2ac16426d78003e3ab00bf755675", + "prepared_review_unit_hash": "2b055198fa85b7a28ff5deb86b90de007fdcb7c545afdba1f1c8da9c4f3cb675", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36592, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "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.", + "summary": "No soft pair looks like a true duplicate; the set is heterogeneous across unrelated bugs, packaging issues, model regressions, and test/docs cleanup. I\u2019d treat this cluster as weakly related by repo/version, not by underlying defect.", + "confidence": 0.63, + "canonical_issue_reason": "No clear duplicate canonical emerges from these titles alone; issue 44246 is the broadest/highest-activity repo-wide bug report in the set, so it is the most reasonable representative issue.", "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_issue_reason": "Issue 44246 is the best single issue representative because it has the widest apparent scope and strongest discussion signal, even though the cluster is not actually a duplicate group.", "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." + "reason": "Different problems: missing saved processor files vs tokenizer/data-filtering slowdown after upgrade." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor while the other is double optimizer stepping." }, { "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." + "reason": "Unrelated components: MLA q_a_layernorm precision/config issue vs GlmMoeDsaIndexer torch.split behavior." }, { "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." + "reason": "Both are repo-maintenance regressions, but they affect different files and symptoms: auto_mappings references vs leftover dummy classes leakage." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained failure." + "reason": "Processor save_pretrained missing files is unrelated to Gemma4 Zero3 from_pretrained loading." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLUkeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated model/task bugs." + "reason": "Different model/path: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss behavior when denoising is off." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend/install packaging issue vs torch/transformers version incompatibility; different failure modes and fixes." + "reason": "Packaging/backend mismatch with TensorFlow vs a torch-transformers version incompatibility; not the same bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." + "reason": "One is missing TensorFlow in the torch extra; the other is Python version support regression." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Dependency/backend install packaging problem vs Python version support regression; related only at a very broad environment level." + "reason": "Notebook syntax/docs issue vs runtime device-mismatch bug in Gemma4 forward." }, { "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." + "reason": "Both are attention-backend failures, but they hit different code paths and versions: FlashAttention in v5 RC vs compiled flex_attention on torch>=2.9." }, { "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." + "reason": "Both involve kernels, but one fails importing pipelines due to dependency requirements while the other fails registration with a missing decorator." }, { "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." + "reason": "Docs mismatch about return_all_scores is not the same as incorrect model/pipeline outputs for SigLIP2." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer loading failure and ESM2 model breakage are different model-loading issues with different failure points." + "reason": "Both are v5 regressions, but one is CamemBERT MLM output quality and the other is Deepseek tokenizer correctness." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked prefill and CLIP hidden_states=None are unrelated regressions." + "reason": "Generation cache/chunked_prefill issue is unrelated to CLIPVisionModel hidden_states not being returned." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 model breakage are different components with different symptoms." }, { "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." + "reason": "Different model-specific load failures: missing pad_token_id on Llama4Config vs glm-4v-9b loading failure." }, { "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." + "reason": "ImportError for a model class is unrelated to Python 3.9+/3.10+ compatibility." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "A missing config attribute on one model is not the same as trust_remote_code returning incomplete AutoConfig fields." + "reason": "Docs wording issue vs import-time performance problem; not the same underlying defect." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "A docs inconsistency does not match a performance regression in import time." + "reason": "Both mention missing config fields, but one is a concrete model config attribute bug and the other is a trust_remote_code return-shape issue." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 Zero3 from_pretrained loading." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime compatibility issues." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime failures." }, { "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." + "reason": "Sentence-transformers import NameError is unrelated to missing TensorFlow backend installation." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor export and Python version incompatibility are not the same issue." + "reason": "Importing AutoImageProcessor and Python version support are unrelated issues." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI handling and wrong docstring for position_ids are separate documentation/utilities issues." + "reason": "Terminal ANSI output cleanup is unrelated to the position_ids docstring error." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import and unrecognized model config are unrelated." + "reason": "Import slowness is unrelated to unrecognized model/config.json missing model_type." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration failure are different code paths." + "reason": "Auto-docstring crash under future annotations is unrelated to Qwen3.5 kernels registration failure." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race in testing utils and stale generate warning are unrelated." + "reason": "Test-worker race on captured_info.txt is unrelated to a stale generation warning." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access error and gemma-4 zero3 loading failure are separate bugs." + "reason": "position_ids buffer access error is unrelated to Gemma4 Zero3 from_pretrained behavior." }, { "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." + "reason": "Both are conditional loss omissions, but they affect different models and mechanisms: router logits vs denoising auxiliary losses." } ] }, @@ -12061,20 +11856,22 @@ "component_index": 1, "component_count": 21, "review_unit_index": 39, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:36246", "issue:41950", + "issue:42491", "issue:42757", "issue:42886", "issue:43257", "issue:43262", + "issue:43299", "issue:43352", "issue:43475", "issue:43526", @@ -12083,7 +11880,6 @@ "issue:43596", "issue:43673", "issue:43901", - "issue:44038", "issue:44162", "issue:44220", "issue:44242", @@ -12109,7 +11905,6 @@ "issue:45375", "issue:45561", "issue:45584", - "issue:45701", "issue:45759", "issue:45859", "issue:46132", @@ -12119,15 +11914,16 @@ "issue:46506" ], "soft_pairs": [ + "issue:42491|issue:43299", "issue:43531|issue:45362", "issue:43526|issue:45003", "issue:41950|issue:44220", - "issue:44246|issue:44871", "issue:44336|issue:44485", + "issue:44246|issue:44871", "issue:43550|issue:46506", + "issue:44336|issue:46424", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:44734|issue:46424", "issue:45003|issue:45561", @@ -12141,230 +11937,215 @@ "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:44162|issue:45200", "issue:45375|issue:45759", - "issue:43262|issue:44246", + "issue:45292|issue:45584", "issue:44877|issue:45375", - "issue:44038|issue:46506", - "issue:45292|issue:45701", - "issue:44561|issue:46399" + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "7fce0aa335d02d14c31871112291bea222d042850d28aa764cffcc9f63984da8", + "prepared_review_unit_hash": "985a53ba8a5ca3b3c7373c589c356f50bed6f7ebdc772265566fe7871f386dc3", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36812, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "soft_pair_count": 29, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "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.", + "summary": "No soft duplicate links are safe to accept here. The proposed pairs are mostly broad topic similarities (same model family, same subsystem, or both being regressions) rather than the same concrete bug, so this cluster should not be merged into a single canonical issue.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue: the items split across unrelated bug classes (imports, cache/offline behavior, Qwen/MoE loading, pipelines, config validation, performance, etc.), and none of the soft pairs describe the same underlying defect.", "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_issue_reason": "No issue is a good global representative for this set; the apparent similarity is superficial and the actual failures differ by model, API path, or root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE loading, but one is a LoRA compatibility problem across hf4.x/hf5.x and the other is a v5.0 model-loading regression for Qwen3VL MoE models; different concrete failures." + }, { "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." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are different code paths and symptoms." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Beit image processor label reduction is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access in modeling_utils are unrelated bugs." }, { "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." + "reason": "Video-classification image-processor lookup and `_torch_extract_fbank_features()` are different subsystems and failure modes." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Import-time slowness is unrelated to Gemma eos_token_id configuration mismatch." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated issues." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44242", + "right": "issue:44871", "accept": false, - "reason": "ANSI output handling and GLM-5 RoPE implementation are unrelated." + "reason": "Missing load-balancing loss with `output_router_logits=False` is unrelated to the Gemma-3 eos_token_id config mismatch." }, { "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." + "reason": "Bamba-9B-v2 torch.compile+SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are different model-specific bugs." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Different missing imports from different packages/symbols; same symptom class, not the same underlying bug." + "reason": "Loading-report ANSI codes and cache `max_cache_length` semantics are not the same bug." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Qwen2.5-VL image processor import failure is unrelated to HybridCache export failure." + "reason": "Both are import errors, but for different symbols and different packages (`Qwen2_5_VLImageProcessor` vs `is_offline_mode`)." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Terminal ANSI formatting and cache length configuration are unrelated." + "reason": "Different missing exports from different modules: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different code paths." + "reason": "Offline cache loading and `AttentionInterface.register` behavior changes are unrelated." }, { "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." + "reason": "KV-cache continuation crash in `transformers serve` is a separate bug from `max_cache_length` only applying to Quantized Cache." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." + "reason": "Unsafe `sys.modules` access and the pytest-xdist captured_info.txt race are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "A missing Qwen2.5-VL import and a DeepSpeed/BertModel IndexError are unrelated." + "reason": "Importing a missing processor symbol and a Zero3/BertModel index error are not the same defect." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different issues." + "reason": "DeepSeek tokenizer correctness and `resize_token_embeddings` not updating output embeddings are different bugs." }, { "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." + "reason": "Both touch Qwen3.5/MoE, but one is CPU offload incompatibility in rotary embedding and the other is a missing decorator during kernel registration." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position-ids buffer access and a tokenization slowdown/regression are not the same bug." + "reason": "A buffer access error on `position_ids` is unrelated to a performance slowdown after upgrading Transformers." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 video encoder attribute error and SAM3 litetext memory overflow are distinct failures." + "reason": "SAM 3 Video missing an attribute and SAM 3 litetext memory overflow are different problems." }, { - "left": "issue:44242", + "left": "issue:44220", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss logic and LwDetrImageLoss AMP crash are unrelated." + "reason": "Audio feature extraction and an AMP crash in LwDetrImageLoss are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access." + "reason": "Documentation mismatch for `return_all_scores` does not match the `sys.modules` access bug." }, { "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." + "reason": "Both are v5 regressions, but chunked_prefill cache handling and `is_torch_fx_available` removal break different APIs and code paths." }, { "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." + "reason": "Nemotron lacking Flash Attention 2.0 support is not the same as the generic Flash Attention 2.0 issue." }, { "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." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Zero3 deque underflow are different DeepSpeed failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are unrelated." + "reason": "Missing `model_type` in config loading and unsafe `sys.modules` access are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Embedding resizing and Whisper empty-transcription generation failure are different code paths." + "reason": "ESM2 breakage and Gemma 4 `mm_token_type_ids` defaults are unrelated model/config bugs." }, { "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." + "reason": "Both concern multimodal Qwen config handling, but one drops a vision config field under `@strict` while the other fails to unwrap `text_config` in `from_config`; not the same concrete bug." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Audio sampling-rate defaults and import slowness are unrelated." + "reason": "Embedding resize behavior and Whisper empty-transcription generation 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." + "reason": "Strict config rejection for granite_speech and missing Qwen3_5MoeVisionConfig field are different model/config issues." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Removal of a utility function in v5 and a missing decorator on apply_rotary_pos_emb registration are different regressions." + "reason": "Audio chat-template sampling-rate handling and import-time slowness are unrelated." } ] }, @@ -12380,37 +12161,34 @@ "component_index": 1, "component_count": 21, "review_unit_index": 40, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:42886", "issue:43065", - "issue:43232", "issue:43408", "issue:43475", "issue:43540", - "issue:43646", "issue:43653", - "issue:43673", "issue:43906", "issue:43931", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44188", "issue:44297", - "issue:44361", "issue:44368", "issue:44466", "issue:44479", "issue:44483", + "issue:44561", "issue:44623", - "issue:44749", "issue:44877", "issue:44977", "issue:44987", @@ -12418,7 +12196,7 @@ "issue:45137", "issue:45200", "issue:45229", - "issue:45310", + "issue:45292", "issue:45335", "issue:45397", "issue:45412", @@ -12429,268 +12207,280 @@ "issue:45600", "issue:45656", "issue:45685", + "issue:45701", "issue:45987", "issue:46082", "issue:46123", "issue:46170", "issue:46202", + "issue:46399", "issue:46421", - "issue:46431" + "issue:46431", + "issue:46506" ], "soft_pairs": [ + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:44561|issue:46399", "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:45397|issue:45656", "issue:44060|issue:44077", "issue:44479|issue:46170", - "issue:45397|issue:45656", - "issue:45685|issue:46431", "issue:44368|issue:44977", + "issue:45685|issue:46431", "issue:43653|issue:44162", - "issue:42886|issue:45229", "issue:44995|issue:45588", "issue:43065|issue:43408", + "issue:42886|issue:45229", "issue:43906|issue:46202", "issue:44368|issue:45563", - "issue:44483|issue:46202", "issue:44877|issue:46170", + "issue:44483|issue:46202", "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" + "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "bc4321425e59455b2cfd7b5904b5e7ca91f3a1422f7790c164816b7742735c08", + "prepared_review_unit_hash": "06463388f3a6cedd861ee8700954385697ec0fa536810184d22036ede0dc7f04", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37298, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "soft_pair_count": 29, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "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.", + "summary": "These items do not form a single duplicate set; they span unrelated tokenizer, model-loading, deepspeed, video, and cache bugs. None of the soft edges look like the same underlying issue, so all should be rejected. If one issue must be chosen as the best representative, 44479 is the broadest and most concrete regression report.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44479 is the strongest representative because it reports a specific v5.3.0 regression with clear scope and multiple affected Qwen variants, making it more canonical than the narrower or unrelated reports.", "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_issue_reason": "issue:44479 is the most suitable global representative: concrete failure mode, broad impact, and well-scoped regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL-Moe bug vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer version-dependent behavior is unrelated to resize_token_embeddings/output_embeddings syncing." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Both are v5 breakages, but one is trust_remote_code FX removal and the other is a Qwen3.5 kernel registration error." + }, { "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." + "reason": "Memory-release bug in RT-DETR is unrelated to a MaskGenerationPipeline batching bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and SAM3 auto-mapping cleanup are unrelated code paths." + "reason": "DeepSpeed ZeRO3 deque error and Sam3LiteText auto_mappings CI breakage are different 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." + "reason": "Both mention embeddings, but one is tied-weight serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "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." + "reason": "Loading physical-intelligence/fast and protobuf exception masking are separate tokenizer issues." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model families and failure modes: missing SAM3 output attribute versus Qwen3OmniMoe video processing ValueError." + "reason": "Sam3VisionEncoderOutput missing field and Qwen3OmniMoe video ValueError are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Second-forward stale cache crash is distinct from Gemma 4 mm_token_type_ids defaults." + "reason": "Stale indexer cache crash in GlmMoeDsa is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is from_pretrained loading and the other is duplicated optimizer stepping." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "These are separate model/config issues with no shared concrete defect." + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and Windows/ROCm import dependency failure are unrelated." + "reason": "Video-input regression in Qwen models is unrelated to Windows/ROCm torch.distributed import failures." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained breakage is not the same bug as a double optimizer step in deepspeed." + "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to flash-attention generation failure." }, { "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." + "reason": "MPS histogram kernel limitation in MoE and missing chat template in a processor are unrelated." }, { "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." + "reason": "BigBirdTokenizer special-token registration is not the same as the broad ESM2 breakage report." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache crash and flash_attention s_aux=None AttributeError are different failure sites." + "reason": "GlmMoeDsa second-pass crash and flash_attention s_aux=None AttributeError are different problems." }, { "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." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type warning are different SAM3 issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "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." + "reason": "An isolated reproduction of an external 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." + "reason": "Tie-word-embeddings warnings and paged generate stale num_return_sequences warning are unrelated." }, { "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." + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm import error." }, { - "left": "issue:44188", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "torch.compile branch divergence in attention kernels is unrelated to a Gemma pipeline roundtrip failure." + "reason": "Chat/completions request rejection is a service/API issue, not a tokenizer roundtrip bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate issues." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different concerns." }, { "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." + "reason": "torch.compile branching causing diverging kernels is not the same as cache lazy-init recompilation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 dummy layer issue is unrelated to MaskGenerationPipeline dropping the last partial batch." + "reason": "SAM3 pixel decoder dummy layer and mask generation final-batch handling are unrelated." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure and a torch.distributed import problem are unrelated." + "reason": "Whisper empty transcription after align_special_tokens is unrelated to the Windows/ROCm dependency issue." }, { "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." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are different save-path bugs." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "MLukeTokenizer AttributeError and a >10x performance regression are not the same bug." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip failure." }, { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Custom model initialization breakage and ESM2 being broken are different underlying problems." + "left": "issue:44995", + "right": "issue:45584", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa and Whisper empty transcription failure do not share a code path." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44297", + "right": "issue:45459", "accept": false, - "reason": "A performance regression is not the same as deepspeed calling optimizer.step twice." + "reason": "Tokenizer_class mismatch on save_pretrained is separate from protobuf-related decode error masking." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:45685", + "right": "issue:46123", "accept": false, - "reason": "Missing save_pretrained files and double optimizer stepping are unrelated." + "reason": "MoE MPS histogram failure and MaskGenerationPipeline partial-batch bug are unrelated." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:44561", + "right": "issue:44877", "accept": false, - "reason": "Slow processing after upgrade and Qwen3.5 MoE from_pretrained errors are different failures." + "reason": "Both are v5 compatibility regressions, but they affect different loading mechanisms and configs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44038", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3-VL-Moe bug and Qwen3.5 flash-attention generation failure are different symptoms and code paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", "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." + "reason": "Both concern resizing embeddings, but one is output_embeddings generally and the other is decoder.embed_tokens specifically." } ] }, @@ -12706,39 +12496,39 @@ "component_index": 1, "component_count": 21, "review_unit_index": 41, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "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:43646", + "issue:43673", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", "issue:44038", + "issue:44162", "issue:44188", - "issue:44222", "issue:44351", + "issue:44361", "issue:44623", - "issue:44792", + "issue:44749", "issue:44869", "issue:44871", "issue:44933", @@ -12756,7 +12546,7 @@ "issue:45397", "issue:45406", "issue:45478", - "issue:45712", + "issue:45656", "issue:45753", "issue:46132", "issue:46202", @@ -12764,16 +12554,22 @@ "issue:46399" ], "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44749|issue:45310", + "issue:43232|issue:43673", "issue:44871|issue:46132", - "issue:42994|issue:43482", "issue:45230|issue:45397", + "issue:42994|issue:43482", "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:41628|issue:44933", "issue:45375|issue:45478", "issue:45310|issue:45375", "issue:42994|issue:43525", @@ -12781,250 +12577,231 @@ "issue:43723|issue:46326", "issue:45406|issue:46202", "issue:44964|issue:45137", - "issue:43873|issue:44945", "issue:43232|issue:44188", + "issue:43873|issue:44945", "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" + "issue:42994|issue:43824" ], - "prepared_review_unit_hash": "5fc217626b55ffd949dfd6fb782aa28bd4b8961124016e86b65360f89212c5fd", + "prepared_review_unit_hash": "2250fc8983789a448027ff8f171e563aa4cd0c3d29a90bf60702ba52d4dbb644", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36783, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 30, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "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.", + "summary": "This cluster is mostly a loose collection of Transformers v5 / model-loading regression reports. A few items are true duplicates or near-duplicates, but most pairings are only thematically similar and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking model initialization / loading paths. It anchors the wider regression family better than any single model-specific report.", "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_issue_reason": "43646 is the best overall issue candidate because it is broad, clearly central to the v5 regression theme, and usable as the cluster representative without being overly niche.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Different bugs: Gemma eos_token_id mismatch vs AttentionInterface.register behavior change." + "reason": "Different failures in different subsystems; the titles are only superficially similar." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43646", + "right": "issue:44162", "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." + "reason": "Both are broad breakage reports, but they describe different models/code paths and are not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated problems: data filtering slowdown vs DeepSpeed optimizer stepping." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained/file output issue is unrelated to the DeepSpeed optimizer-step bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different topics and different failure modes; not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is a sync_gpus/update_kwargs bug and the other is a chunked_prefill cache regression." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS configuration mismatch is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic placeholder report versus a specific gemma-4 ZeRO3 from_pretrained bug." + "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 from_pretrained issue; no evidence they are the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving quantized models and loading Qwen2.5-GGUF models are different operations and different failure modes." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Tokenizer/decoding regressions, but different models and code paths." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are unrelated." }, { "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." + "reason": "Different model families and different root causes; only both are v5-related breakages." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated topics: TF32 API warning versus InternVL2 meta-init incompatibility." + "reason": "TF32 settings warning is unrelated to remote-code checkpoint meta-init compatibility." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe v5 issue vs processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are separate problems." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to Sentence Transformers loading hangs." + "reason": "PyTorch-not-found import error is not the same as Sentence Transformers getting stuck while loading." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Both are import-related, but they concern different symbols and causes." + "reason": "SAM 3 vision encoder attribute error and Qwen2.5-VL video position-id issue are different model-specific bugs." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Different models and symptoms: SAM 3 missing field vs qwen2.5-vl video position_ids regression." + "reason": "Both are import-related, but they involve different symbols and likely different code paths." }, { "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." + "accept": true, + "reason": "Same Qwen3.5-Moe from_pretrained regression on transformers>=5.4.0; 45375 appears to expose the underlying missing-field cause." }, { "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." + "accept": true, + "reason": "Same Qwen3.5-Moe loading failure; 45375 looks like the more specific/root-cause report for the same bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and Llama4Config pad_token_id AttributeError are unrelated." + "reason": "Quantized model saving 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." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are different bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer issues, but they affect different APIs and code paths." + "reason": "Tokenizer loading failure in v5 and mistral_common continue_final_message behavior are not the same issue." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Gemma pipeline roundtrip on \u2581." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct failures." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading issue versus DeepSpeed ZeRO3 deque IndexError." + "reason": "Phi-4 multimodal loading issue and DeepSpeed ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are different problems." + "reason": "Generation cache handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different problems." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 42673 is the older, fuller report." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak under multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + "reason": "Both are import errors, but for different missing symbols; no proof of a shared bug." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output bug is unrelated to a Qwen3_5 infinite-loop image case." + "reason": "Pipeline-parallel output corruption and Qwen3_5 image-specific infinite loop are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are AttributeError bugs, but the affected subsystems are unrelated." + "reason": "Tokenizer regex patch crash and auto_docstring annotation parsing crash are different subsystems." }, { "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." + "reason": "Quantized model saving failed and missing Qwen2_5_VLForConditionalGeneration import are not 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." + "accept": true, + "feedback": "The summary is grounded in the packet: most items are indeed model-loading / v5-regression reports, and the chosen representative issue is broad enough for the cluster. The soft-edge verdicts are generally conservative, with the Qwen3.5-Moe trio being the only mildly speculative area but still plausibly the same bug family." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13034,23 +12811,26 @@ "component_index": 1, "component_count": 21, "review_unit_index": 42, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:27957", "issue:30333", "issue:30990", "issue:33290", "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", "issue:42222", + "issue:42831", "issue:42898", + "issue:43232", "issue:43278", - "issue:43295", "issue:43377", "issue:43479", "issue:43504", @@ -13060,28 +12840,25 @@ "issue:43874", "issue:43976", "issue:44016", - "issue:44060", + "issue:44038", "issue:44075", "issue:44079", "issue:44222", "issue:44242", "issue:44295", - "issue:44297", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "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", @@ -13092,15 +12869,22 @@ "issue:46231" ], "soft_pairs": [ + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42175|issue:44933", "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:43377|issue:44242", "issue:42898|issue:44568", "issue:44623|issue:45310", "issue:42222|issue:45200", @@ -13108,229 +12892,222 @@ "issue:43479|issue:44079", "issue:43874|issue:45092", "issue:44016|issue:46231", - "issue:43784|issue:43824", "issue:42898|issue:45812", + "issue:43784|issue:43824", "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" + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "7a6f3520d3aae06fba27b6d0063c01df11e6c6e68d7de6c3e067447781419075", + "prepared_review_unit_hash": "58f8727424de1e1afe8b1a0030bb03559b6f3bb36d65828d8077bd8a8086b800", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36905, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "serialized_chars": 36726, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "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.", + "summary": "This cluster does not contain any clear duplicate pairs; the soft matches are mostly superficial title similarity across unrelated models, tokenizer/config, generation, packaging, and training bugs. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45561 is the most active and concrete standalone regression report in the set, with the strongest discussion and inbound reference trail, so it is the best representative if one issue must be chosen.", "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_issue_reason": "Issue 45561 has the clearest reproducible bug description and the most supporting activity, making it the strongest overall issue candidate here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about from_pretrained loading; different code paths and failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "These are different Qwen model-family bugs with different symptoms and versions; shared wording is not enough to make them the same fix." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync/update logic is unrelated to the janus image-generation test failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules; not the same underlying missing export." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression in FineGrainedFP8, the other is FP8 save_pretrained behavior for MoE; related theme but different bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "One is about installed backends, the other about a non-existent image_utils import; different failure modes." + }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated bugs: model config loading failure vs a pytest-xdist race writing captured_info.txt." + "reason": "Model config validation for an OLMo checkpoint is unrelated to pytest-xdist file races in testing utils." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Different code paths: dtype drift in evaluation vs a DeepSpeed ZeRO3 deque underflow." + "reason": "A dtype mismatch during evaluation is unrelated to the 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." + "reason": "Legacy-field model loading and xdist test file races affect different subsystems and are not the same bug." }, { "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." + "reason": "Captured-info file races in tests are unrelated to stale auto_mappings entries for removed configs." }, { "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." + "reason": "Python-version compatibility and missing image_utils import are distinct issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and partial-batch pipeline handling are different defects." + "reason": "Attention-mask construction for Gemma4 is unrelated to batch-finalization logic in MaskGenerationPipeline." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang vs embedding resize/reinit behavior are not the same bug." + "reason": "Sentence Transformers loading hang and embedding reinitialization during post_init are unrelated bugs." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failure and Adafactor OOM in DeepSpeed are unrelated training issues." + "reason": "MLflow reporting on failed training jobs and Adafactor/deepspeed OOM are not the same code-path problem." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and router-logits load-balancing loss are separate multimodal/MoE 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." + "reason": "Tokenizer cleanup-space behavior change and missing BOS/EOS addition are different tokenizer regressions." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failures." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading errors." }, { "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." + "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated model-specific bugs." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config-default initialization and Whisper timestamp decoding are unrelated." + "reason": "Config default initialization and Whisper word timestamp decode crash are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Phi4MultimodalConfig defaulting and ModelOutput key assignment are unrelated internals." + "reason": "Default sub-config initialization has nothing to do with ModelOutput key assignment semantics." }, { "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." + "reason": "A missing image-processor method and an InternVL2 meta-init incompatibility are different multimodal initialization issues." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and doc parameter-name mismatch are unrelated documentation issues." + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to a missing Qwen2_5_VL export." + "reason": "These are both tokenizer regressions, but one is cleanup spacing and the other is Granite token ID mapping; different underlying changes." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors/models and are not the same underlying bug." + "reason": "Importing sentence-transformers with latest transformers and missing Qwen2.5-VL export are separate import failures." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "General AutoTokenizer loading regression and mdeberta special-token handling are different failure modes." + "reason": "AutoTokenizer loading failure in v5 and add_special_tokens BOS/EOS behavior are distinct tokenizer problems." }, { "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." + "reason": "Deepseek tokenizer wrong outputs and clean_up_tokenization_spaces changes are different tokenizer regressions." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to auto_docstring crashes under future annotations." }, { "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." + "reason": "position_ids buffer handling and duplicate optimizer steps under deepspeed are unrelated training/runtime bugs." }, { "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." + "reason": "SGD arguments not being used is unrelated to a docs parameter-name mismatch." } ] }, @@ -13346,15 +13123,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 43, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:22355", + "issue:27957", "issue:28282", "issue:30333", "issue:34689", @@ -13364,53 +13142,59 @@ "issue:42757", "issue:42796", "issue:42831", + "issue:42898", "issue:43122", "issue:43232", + "issue:43295", "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:44190", + "issue:44060", "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:44933", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", "issue:45245", "issue:45310", + "issue:45356", "issue:45381", + "issue:45405", "issue:45656", - "issue:45834", + "issue:45712", "issue:46082", "issue:46132", "issue:46209", "issue:46305", - "issue:46328", - "issue:46421", "issue:46424", "issue:46431" ], "soft_pairs": [ + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:27957|issue:30333", + "issue:44933|issue:45712", "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:43479|issue:43644", "issue:44448|issue:46132", "issue:22355|issue:28282", "issue:42796|issue:43723", @@ -13418,238 +13202,231 @@ "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:46209|issue:46431", "issue:45381|issue:46305", + "issue:43122|issue:46209", "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" + "issue:43232|issue:46424" ], - "prepared_review_unit_hash": "ff6d830b8ead6366e23864acf2fcc1efdd606dc3d22e068e1a208107a81d5fb4", + "prepared_review_unit_hash": "39fc6aa62106f4a84adfb027c7aaff87e62a9c9e6ab0d5ad5f5c7290109967b1", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "serialized_chars": 36813, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "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.", + "summary": "This cluster is very heterogeneous; most items are unrelated regressions or feature-specific bugs that only share a broad Transformers-v5/tokenizer vibe. No pull requests are present. I\u2019d use a broad tokenizer-regression issue as the canonical anchor, but I would not merge any of the soft-edge pairs.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42898 is the broadest tokenization-regression report in the set and is the best single anchor for the cluster, even though the surrounding issues are mostly not true duplicates.", "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_issue_reason": "42898 is the most reusable representative because it targets a generic v5 tokenizer behavior change; the other issues are either narrower model-specific regressions or clearly unrelated subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is a generic v5 cleanup-space change and the other is a Kimi tokenizer codec/BPE handling bug; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both mention v5/tokenizer behavior, but 43295 is about processor.tokenizer/image passing regression, not the same issue as clean_up_tokenization_spaces." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: one is a dependency version bump, the other is leftover dummy classes/import surface cleanup." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3/MoE problems: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both are save_pretrained-related, but one is FP8 MoE checkpoint saving and the other is tokenizer_class metadata mismatch." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Completely different topics: Flash Attention support vs MLFlow reporting after failed training." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is a missing image_utils import and the other is dummy_pt_objects cleanup; not the same bug." + }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure reporting and a Llama model-loading regression are unrelated bugs in different subsystems." + "reason": "Different failures: MLFlow job tracking vs Llama 3.2 Vision model loading regression." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as DeepSpeed double optimizer stepping." + "reason": "Tokenizer save_pretrained metadata issue is unrelated to a deepspeed optimizer-step double-call." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Training-job reporting via MLflow and CustomTrainer.compute_loss arg compatibility are separate problems." + "reason": "Different training-stack failures: MLFlow reporting vs CustomTrainer compute_loss signature change." }, { "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." + "reason": "Both concern save_pretrained, but model FP8 saving and processor file saving are different code paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to missing processor save_pretrained files." + "reason": "FP8 accuracy concerns are unrelated to processor.save_pretrained missing files." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Phi4MultimodalConfig default init and non-persistent buffer corruption are distinct code paths." + "reason": "No overlap beyond general training/model behavior; these are different bugs." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to embedding resizing/reinitialization in post_init." + "reason": "Different areas: multimodal config default initialization vs non-persistent buffer fill behavior." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Both are version/behavior changes, but Pegasus output drift and AttentionInterface.register are different bugs." + "reason": "PEGASUS output regression and AttentionInterface.register behavior change are unrelated." }, { "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." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel; not the same root cause." }, { "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." + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is AutoTokenizer loading in v5; different bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and attention-registration behavior changes are unrelated." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." }, { "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." + "reason": "Different missing-import failures from different packages/APIs." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config save metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer_class metadata mismatch is not the same as 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." + "reason": "SAM 3 Video missing attribute and Moonshine sliding-window off-by-one are unrelated model bugs." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking break and LlamaConfig head_dim validation are different configuration issues." + "reason": "Both are config-related, but one is type checking in v5 and the other is Llama head_dim validation; different concrete issues." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer output changes across versions and FP8 inference on B200 are unrelated." + "reason": "Torch.split return-value handling in a MoE indexer is unrelated to remote-code checkpoint meta-initialization compatibility." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init incompatibility do not share the same code path." + "reason": "FP8 inference on B200 and missing chat template in a processor are separate problems." }, { "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." + "reason": "Both involve sequence/video masking logic, but one is vision_position_ids and the other is a sliding-window mask off-by-one." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization output changes and FP8 inference on B200 are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are separate regressions." + "reason": "AutoTokenizer loading regression is unrelated to Qwen3.5 flash-attention generation issues." }, { "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." + "reason": "FP8 MoE save_pretrained and max_shard_size default discussion are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring typo for position_ids is unrelated to the GLM-5 RoPE implementation issue." + "reason": "A docstring mistake is not the same as a GLM-5 RoPE implementation discussion." }, { "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." + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to auto_docstring / future-annotations crash." }, { "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", + "right": "issue:46424", "accept": false, - "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different fixes." + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs update and the other is max_cache_length honoring only quantized cache; different code paths." } ] }, @@ -13665,13 +13442,13 @@ "component_index": 1, "component_count": 21, "review_unit_index": 44, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:22355", "issue:27957", @@ -13680,52 +13457,59 @@ "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:43723", "issue:43824", "issue:44038", - "issue:44188", + "issue:44190", "issue:44261", "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", "issue:44368", "issue:44373", "issue:44483", "issue:44568", + "issue:44623", + "issue:44734", "issue:44829", + "issue:44871", "issue:44913", "issue:45092", "issue:45278", "issue:45310", "issue:45357", "issue:45406", - "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", - "issue:46132", + "issue:46082", "issue:46305", - "issue:46369", - "issue:46402" + "issue:46328", + "issue:46402", + "issue:46421" ], "soft_pairs": [ + "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", "issue:44261|issue:45092", - "issue:42907|issue:46050", "issue:45092|issue:45357", + "issue:42907|issue:46050", "issue:30990|issue:38175", "issue:43644|issue:46305", "issue:42831|issue:45310", @@ -13738,230 +13522,203 @@ "issue:43408|issue:46402", "issue:22355|issue:27957", "issue:42831|issue:45753", + "issue:22355|issue:28218", "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" + "issue:44368|issue:46305" ], - "prepared_review_unit_hash": "1276a0ae3323e1b5f6dd5615027fe4f4383ada3ad3ba57089e5a154996dda93a", + "prepared_review_unit_hash": "e81e640b3a41ad9f0ec434e7874b37c9394a5d9d679a3e629deb01871639a50e", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36303, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "soft_pair_count": 28, + "serialized_chars": 35815, + "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 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.", + "summary": "These items are mostly unrelated bug reports, and the soft pairs look like false positives rather than true duplicates. The closest matches are still separated by different code paths, models, or failure modes, so I would not merge any pair.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46050 is the most concrete, self-contained regression report in this set: it clearly describes a save/load round-trip failure for a quantized model, making it the best representative issue if one must be chosen.", "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_issue_reason": "Issue 46050 is the strongest standalone report here because it is specific, reproducible, and points to a clear serialization bug around quantized model persistence.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Different bugs: MLA q_a_layernorm epsilon/config precision issue vs remote-code meta-init incompatibility for InternVL2." + "reason": "Both mention cache/generation, but one is a serve-time KV indexing crash and the other is lazy cache initialization causing recompilation; different bugs." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are unrelated failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus and a long OCR input index error are different code paths and different symptoms." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading script issue is not the same as LlamaConfig head_dim validation behavior." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble and a padding performance bug have no concrete overlap." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma eos_token_id mismatch are distinct tokenizer regressions." + }, + { + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both involve quantized save/load, but they target different mechanisms and models (dequantized Ministrals/Devstrals vs sinq save_pretrained/from_pretrained)." + "reason": "Both touch the DSA indexer, but one is about torch.split outputs and the other is about a missing ReLU; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA precision error from missing rms_norm_eps is unrelated to old InternVL2 meta-initialization incompatibility." }, { "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." + "reason": "Checkpoint meta-init incompatibility and incorrect visual-encoder keys on save_pretrained are separate serialization/loading problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantization persistence, but one is about dequantized Ministrals/Devstrals saving and the other is a SINQ round-trip breakage; too different to treat as duplicates." }, { "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." + "reason": "Sentence Transformers loading stalls and SIGLIP2 zero probabilities are unrelated issues." }, { "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." + "reason": "Non-persistent buffer junk and a sliding-window off-by-one bug are different correctness problems." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + "reason": "FP8 accuracy loss and a Qwen3.5-Moe from_pretrained error are unrelated." }, { "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." + "reason": "A functional DSA indexer bug and a docstring issue are not duplicates." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training degeneracy with flash_attention_3 is a different bug from NaNs during checkout/init." + "reason": "Degenerate training with flash_attention_3 and NaNs during checkout/init are both instability reports, but not the same concrete code-path bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Serving request rejection and Gemma4Processor missing _tokenizer are different failure modes." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated server-side failures." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug in transformers 5.0." + "reason": "A FineGrainedFP8 accuracy issue and a Qwen3-VL-Moe bug are different problems." }, { "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." + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration imports are different symbols and likely separate export regressions." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config bugs: default multimodal subconfig initialization vs rotary_pct not persisting on reload." + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload persistence are distinct config bugs." }, { "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." + "reason": "A sam3_video/sam3_tracker type warning is not the same as text encoder weights not being loaded." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "No shared underlying bug: missing transformers.onnx module vs Flash Attention 2 support for XLMRoberta." + "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 are unrelated issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy regression and infinite-loop-on-image are separate failures." + "reason": "An FP8 accuracy issue and a Qwen3_5 infinite-loop bug are different failure modes." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated." }, { "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." + "reason": "The broad upgrade report mentions many import errors, but it is too umbrella-like to be treated as the same concrete bug as the specific is_offline_mode import failure." }, { "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." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors on different models." }, { "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." + "reason": "Offline cache loading and wrong decoder type in v5 are unrelated issues." }, { "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." + "reason": "A tie_word_embeddings warning and a sliding-window mask off-by-one error are not the same bug." } ] }, @@ -13977,317 +13734,310 @@ "component_index": 1, "component_count": 21, "review_unit_index": 45, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:22355", - "issue:29159", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", - "issue:42175", - "issue:42757", + "issue:42371", + "issue:42796", + "issue:42886", "issue:42907", + "issue:42994", "issue:43116", "issue:43122", - "issue:43278", + "issue:43232", "issue:43408", - "issue:43452", "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44188", "issue:44261", + "issue:44263", "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:45593", "issue:45600", - "issue:46326" + "issue:46002", + "issue:46132", + "issue:46326", + "issue:46369" ], "soft_pairs": [ + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:43576|issue:43784", + "issue:42371|issue:44263", "issue:44295|issue:44297", - "issue:44117|issue:44704", "issue:44261|issue:44373", + "issue:44117|issue:44704", "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:41628|issue:45278", "issue:43784|issue:45600", + "issue:39401|issue:44488", "issue:42907|issue:44964", "issue:44704|issue:45290", "issue:44360|issue:44485", + "issue:39401|issue:44521", "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:43116|issue:45200", "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" + "issue:43408|issue:43475" ], - "prepared_review_unit_hash": "a7e3e6bf01114067e2602abe1bb91fa67559b9d2186c13f0a568f8706b65035b", + "prepared_review_unit_hash": "b8c3571a6631d9252e3518e72bb151574231d8b69cbb3924fc74aff888642368", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36912, - "estimated_input_tokens": 9228, - "estimated_eval_tokens": 18712 + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "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, + "summary": "This cluster is a loose semantic bucket of unrelated Transformers regressions rather than a true duplicate set. The broadest issue is the import-error umbrella (#45278), but none of the soft pairs look like the same concrete bug/change, so all should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "#45278 is the broadest user-facing regression report in the set (many import errors after upgrading), so it is the closest thing to an umbrella issue, though it is still too generic to represent the whole cluster cleanly.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45278 is the best representative only because it is the widest-scoped issue among otherwise heterogeneous tokenizer/model/API breakages; it is not a true duplicate target for the rest.", "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", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "One is TOKENIZER_MAPPING_NAMES returning None; the other is AutoProcessor not forwarding kwargs to cached_file." + "reason": "Both involve tokenization, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization difference; not the same defect." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Config precision bug in MLA q_a_layernorm is unrelated to a docstring complaint about position_ids." + "reason": "Different code paths: generation kwargs after sync_gpus vs auxiliary losses in D-FINE." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Save/load dequantized model issue is unrelated to incorrect generation under pipeline parallelism." + "reason": "Same SAM3 family, but one is a model-type/config warning and the other is a memory overflow; distinct problems." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Different symptoms and contexts: Sentence Transformers loading stall vs MacOS bus error on a CLIP model." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated failure modes." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both mention model internals, but one is missing RoPE layers while the other is a tied-weights warning for Qwen3-Next." + "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring issue for position_ids." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Broad import errors after upgrade is not the same as a specific AutoImageProcessor import failure." + "reason": "Both mention initialization, but one is custom model init breakage and the other is NaNs after checkout/init; not the same bug." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Dequantized save failure and GLM-5 GenerationConfig validation are distinct bugs." + "reason": "torch.compile + SDPA failure for Bamba is a different issue from AttentionInterface.register changing registered-function behavior." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Python version compatibility is unrelated to pipeline parallelism output corruption." + "reason": "A broken CLI command and a NameError while importing sentence-transformers are separate regressions." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Qwen3 offset_mapping error and a model loading problem for cjvt/sleng-bert are unrelated." + "reason": "TF32 control settings and a torch.split return-value issue in a GLM indexer are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal." + "reason": "Missing rms_norm_eps precision in MLA q_a_layernorm is not the same as a docstring mismatch." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Passing kwargs to cached_file and crashing on assistant tool-call messages are different code paths." + "reason": "Both touch auto-loading, but one is TOKENIZER_MAPPING_NAMES returning None and the other is cached_file kwargs propagation." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Quantized model saving/dequantization and incorrect pipeline-parallel outputs are different bugs." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Tokenization changes across versions are not the same as assistant_masks being all zeros for multimodal inputs." + "reason": "Both are load-time failures, but Sentence Transformers loading stall and a MacOS bus error on CLIP are not the same underlying issue." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Different tokenizer regressions: version-to-version tokenization drift vs continue_final_message behavior with mistral_common." + "reason": "RoPE-layer dropping in Smollm3 and a tied-weights warning in Qwen3-Next are unrelated model-architecture issues." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Offset mapping bug in Qwen3 is unrelated to multimodal assistant mask generation." + "reason": "Quantized model saving and invalid GenerationConfig for GLM-5 do not share a concrete code path." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3-VL-Moe model bug is unrelated to tokenizer save_pretrained metadata mismatch." + "reason": "Python version compatibility in v5.1.0 and pipeline-parallel output corruption are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Example script returning empty multi-label results is unrelated to mm_token_type_ids defaults for Gemma 4 fine-tuning." + "reason": "#45278 is a broad import-error umbrella, but this AutoImageProcessor import failure is only one symptom, not the same standalone bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different problems." + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer access." + "reason": "Wrong offset_mapping for Qwen3 tokenization and failing to load a specific model are separate issues." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Different SAM 3 issues: model-type warning vs missing fpn_position_embeddings attribute." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal instruct." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Dequantized save failure is unrelated to gguf_file breaking tokenizer/model from_pretrained." + "reason": "Passing kwargs to cached_file in AutoProcessor is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe load bug and FP8 save_pretrained moe are separate behaviors." + "reason": "A missing ReLU in the DSA indexer is not the same as GLM-5 RoPE implementation issues." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are both import errors but not the same symbol or cause." + "reason": "Tokenizer offset_mapping corruption and all-zero assistant masks in multimodal chat templating are different bugs." }, { "left": "issue:43122", - "right": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Tokenization drift across versions is unrelated to apply_chat_template crashing with padding=False." + "reason": "Different tokenization behavior across versions is not the same as assistant_mask generation for multimodal inputs." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:46326", "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." + "reason": "Version-dependent tokenization changes and continue_final_message handling for mistral_common are different tokenizer behaviors." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Missing transformers.onnx module and tokenizer inconsistency are unrelated." + "reason": "Qwen3-VL-Moe model incompatibility and tokenizer_class mismatch on save are unrelated." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub is unrelated to missing HybridCache from transformers." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Tensor/pipeline training bugs do not match an example script returning empty classification results." + "reason": "Empty multi-label classification outputs in an example script and Gemma 4 mm_token_type_ids defaults are not the same issue." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Embedding dtype regression is unrelated to incorrect output under pipeline parallelism." + "reason": "Qwen3-VL-Moe loading problems and position_ids buffer access errors are distinct." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 load failure are different issues." + "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is a missing output attribute; not the same concrete bug." } ] }, @@ -14303,74 +14053,84 @@ "component_index": 1, "component_count": 21, "review_unit_index": 46, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:22355", "issue:29127", - "issue:33453", + "issue:29159", + "issue:36296", "issue:38617", - "issue:39401", + "issue:42175", "issue:42222", "issue:42371", "issue:42673", - "issue:42796", - "issue:43064", + "issue:42757", + "issue:42907", "issue:43066", "issue:43116", + "issue:43122", + "issue:43278", "issue:43441", + "issue:43452", "issue:43493", "issue:43611", - "issue:43673", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", - "issue:43906", "issue:43937", "issue:43976", "issue:43992", "issue:44038", "issue:44075", - "issue:44117", "issue:44188", + "issue:44222", + "issue:44351", "issue:44355", - "issue:44380", - "issue:44466", "issue:44485", "issue:44625", "issue:44704", "issue:44779", "issue:44936", + "issue:44938", + "issue:44945", "issue:45072", - "issue:45083", + "issue:45216", "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:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "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:43937|issue:44485", - "issue:42673|issue:45072", + "issue:38617|issue:45278", "issue:43066|issue:44779", - "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:43992|issue:44704", "issue:42371|issue:43874", + "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:44355|issue:46231", "issue:44038|issue:45478", @@ -14379,227 +14139,210 @@ "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" + "issue:43116|issue:43825" ], - "prepared_review_unit_hash": "11c39cbbbcf9605def56246a4014eaab1a65de19dbbc21c362c3ddf7511154b5", + "prepared_review_unit_hash": "f077e0e848ab2da9584bd602ce4011a914a9d8dcc089bd684994c9f9d58974ba", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36459, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 29, + "serialized_chars": 35876, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "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.", + "summary": "These are mostly unrelated regression reports across different models, APIs, and error classes. None of the soft pairs look like the same underlying bug/change, so I reject all soft edges. The cluster is heterogeneous; the broadest representative is the general import-regression report, but it is not a true duplicate hub.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set (many import errors after upgrading), but the cluster does not contain a clear duplicate set centered on it.", "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_issue_reason": "issue:45278 is the best overall representative because it is the most general and could subsume related import-regression reports, though the evidence is still too mixed to treat as a true canonical duplicate.", "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", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Different failure modes: saving dequantized Ministrals/Devstrals vs gguf_file loading via AutoTokenizer/AutoModelForCausalLM." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a SequenceFeatureExtractor.pad performance issue." + "reason": "Both mention MoE/FP8, but one is a model support bug and the other is a save_pretrained serialization issue; not the same code-path." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43824", + "right": "issue:44351", "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." + "reason": "Both are import errors, but they involve different symbols and different modules." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder weight-loading mismatch and AutoProcessor kwargs passthrough are different subsystems." + "reason": "Both concern Qwen3.5, but one is broken save_pretrained checkpoints and the other is a from_pretrained load error for MoE." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Both involve GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; distinct bugs." + "reason": "Both are tokenizer regressions in v5, but they target different tokenizers and likely different underlying fixes." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "No meaningful overlap: ONNX import failure vs slow/fast tokenizer inconsistency." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42757", + "right": "issue:44351", "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." + "reason": "Both are import errors, but from different packages and unrelated missing names." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are separate failures." + "reason": "Tensor-parallel training bug vs example-script multi-label classification output; unrelated issues." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." + "reason": "Different symptoms and paths: dtype change in evaluate vs incorrect output under pipeline parallelism." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are different problems." + "reason": "Packaging backend omission vs Python 3.14 load failure; unrelated." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Compiled Python-file errors and a docs parameter-name mismatch do not indicate the same issue." + "reason": "Different multimodal model problems: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Different Qwen3.5/Moe reports with different failure modes and code paths; not safe to merge." + "reason": "Transformers.onnx import error is unrelated to a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate version-gating bugs." + "reason": "Both involve GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; different bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Optimizer SGD args not used and trainer.evaluate() failing after train are distinct trainer-related issues." + "reason": "Issue 38617 is one specific missing import; 45278 is a broad upgrade-related import regression, not the same bug." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Broken VitPose models and Ministral FlashAttention failure are unrelated model-specific bugs." + "reason": "Both are tokenizer regressions in v5, but the reported model/tokenizer behavior differs and does not indicate one underlying defect." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:45072", "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." + "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to dtype mismatch CI failures." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Empty multi-label results in an example script is unrelated to a pipeline() error message regression." + "reason": "Missing embed_tokens.weight on UMT5Encoder is a model-loading bug; AutoProcessor kwargs forwarding is a different loading path." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Feature-extractor output-length behavior and a PyTorch version check in flex_attention are unrelated." + "reason": "TF32 settings guidance vs missing get_number_of_image_patches/AttributeError are unrelated." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Qwen3 VRAM leak and Ministral tokenizer BPE-marker handling are different bugs." + "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure modes." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Wrong optimizer state handling under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are distinct training vs generation issues." + "reason": "Example-script multi-label classification output bug is unrelated to SigLIP2 model discrepancy." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a stale num_return_sequences warning are unrelated." + "reason": "Compiled Python file errors and documentation parameter mismatch are not the same issue." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not clearly the same defect." + "reason": "Different Qwen3.5/MoE issues: one about Transformers 5.0 model support, the other about a from_pretrained error after 5.4.0." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs are separate problems." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer mapping None-handling and an AttributeError in flash_attention.py for sink-less models are unrelated." + "reason": "Python version compatibility issue vs PyTorch version check bug in flex_attention; unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention version check bug are unrelated." + "reason": "Optimizer SGD arguments not being used is unrelated to trainer.evaluate failing after trainer.train." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Generation cache missing in v5 and a padding performance issue are different areas." + "reason": "Both are model-specific, but VitPose breakage and Ministral-3 FlashAttention failure are different code paths." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "A VRAM leak report and an isolated reproduction of another issue are not the same bug." + "reason": "Both involve Qwen3.5, but one is save_pretrained visual-encoder keys and the other is a from_pretrained MoE error." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Device-dependent lm_head.weight serialization and NaNs in classification heads are separate failures." + "reason": "Multi-label example-script output bug is unrelated to the pipeline translation-task message regression." } ] }, @@ -14615,303 +14358,285 @@ "component_index": 1, "component_count": 21, "review_unit_index": 47, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:42490", "issue:42617", "issue:42673", - "issue:42831", - "issue:43066", + "issue:42796", + "issue:43064", "issue:43122", "issue:43408", "issue:43450", + "issue:43673", "issue:43742", + "issue:43827", + "issue:43906", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", - "issue:44220", "issue:44261", "issue:44291", + "issue:44380", "issue:44410", - "issue:44484", - "issue:44496", + "issue:44466", "issue:44779", "issue:44829", "issue:44877", - "issue:44933", "issue:44977", "issue:45071", "issue:45081", + "issue:45083", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45362", "issue:45405", "issue:45446", - "issue:45478", - "issue:45542", "issue:45561", - "issue:45656", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", "issue:46178", - "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512" ], "soft_pairs": [ + "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:43827|issue:45446", + "issue:44117|issue:45588", + "issue:43673|issue:46328", + "issue:42673|issue:43906", "issue:44291|issue:45071", "issue:39401|issue:44779", + "issue:44466|issue:46002", "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:44410|issue:45310", "issue:45341|issue:46328", - "issue:38617|issue:41628", "issue:45341|issue:45561", + "issue:38617|issue:41628", "issue:44117|issue:45081", - "issue:42222|issue:46178", "issue:44829|issue:45216", "issue:45071|issue:46512", + "issue:42222|issue:46178", "issue:43122|issue:46298", "issue:43408|issue:43742", "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:44933|issue:45278", - "issue:42371|issue:42831", - "issue:44410|issue:45478", - "issue:42222|issue:45542", - "issue:44075|issue:45656", - "issue:43066|issue:43122" + "issue:44877|issue:46231" ], - "prepared_review_unit_hash": "b83adb68aee9c5da534aa9102c661ba636b9d995d57aa90b817b0619785a6c3d", + "prepared_review_unit_hash": "d73bb6c39ba926fd3904dbe765cfbf4e822d5e6009e5e40174f67d004e9371af", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36344, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36666, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "These items are mostly unrelated regression reports across tokenizer, loading, config, attention, and training code paths. None of the suggested soft edges look like true duplicates, so the cluster does not have a strong duplicate center.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must serve as the cluster representative, issue 43122 is the best fit: it is a broad tokenizer regression across versions, has inbound references, and is closer to the common theme than the others.", "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_issue_reason": "Issue 43122 is the strongest single representative for triage because it describes a clear cross-version tokenizer behavior regression with broader impact than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45083", + "right": "issue:45446", "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." + "reason": "Different subsystems and failures: qwen3_omni_moe helper behavior vs a flex_attention import/version check." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Both concern tokenizer correctness, but they target different models and failures: Qwen3 offset_mapping vs Deepseek tokenization output." + "reason": "Both mention Qwen3/tokenizer-adjacent areas, but one is a VRAM leak in dataloader threads and the other is BPE marker handling." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43064", + "right": "issue:43673", "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." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GenerationMixin cache behavior during chunked prefill." }, { "left": "issue:43937", - "right": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Different model-specific generation problems: invalid GenerationConfig for GLM-5 versus flash-attention generation failure for Qwen3.5." + "reason": "GLM-5 invalid GenerationConfig and a stale paged-generate warning are different code paths and symptoms." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Unrelated issues: a PEFT version pin bump versus a PyTorch version check bug in flex_attention." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping are both tokenizer issues, but not the same underlying bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44380", + "right": "issue:46077", "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." + "reason": "Attention scaling ignored under backends is distinct from Gemma4 building causal masks when bidirectional attention is requested." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different files and different problems." + "reason": "Docs still referencing pipeline() is unrelated to the flex_attention PyTorch version check issue." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules: layer_type_validation versus AutoImageProcessor." + "reason": "A None mapping in tokenizer lookup is not the same failure as flash_attention crashing on s_aux=None." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:46328", "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." + "reason": "Generation cache handling and SequenceFeatureExtractor.pad inefficiency are unrelated bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:42673", + "right": "issue:43906", "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." + "reason": "VRAM leakage in multi-threaded dataloading is not the same as an isolated reproduction of another issue." }, { - "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", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Type-checking regression in PretrainedConfig versus stale model.config.dtype after from_config(dtype=...); different state-management bugs." + "reason": "Both are v5 regressions, but one is an init_empty_weights TypeError and the other is PretrainedConfig type checking." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Different tokenization regression versus a noisy logging message; no shared underlying bug." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization symptoms." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "A model-type warning for sam3_* versus a key error loading MobileLLM; unrelated." + "reason": "lm_head.weight serialization depends on device state; NaNs in classification heads after checkout/init is a different failure." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "A runtime failure in 3d_parallel.py and a testing_utils bug are not the same issue." + "reason": "Incorrect batched video processor shapes are separate from a torchvision-missing crash in AutoProcessor." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Qwen3.5 chat crash and a padding performance inefficiency are unrelated." + "reason": "Invalid GenerationConfig for GLM-5 is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "TF32 API guidance and MLA q_a_layernorm precision drift are different problems." + "reason": "A bumped PEFT minimum version is unrelated to the flex_attention import version guard." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the doc typo in set_training()." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading bugs." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Trailing-slash import warning and multi-thread VRAM leak are different bugs." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue do not share a concrete code-path." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "A question about max_shard_size and a Qwen3.5 from_pretrained error are unrelated." + "reason": "Both touch testing_utils, but one is a general bug report and the other is a pytest-xdist race on captured_info.txt." }, { "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", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "These are separate missing-import issues for different symbols and different APIs." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is different from unrecognized model/config loading." + "reason": "Tokenizer mapping returning None and a Mistral regex patch crash are different loading-time failures." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44829", + "right": "issue:45216", "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." + "reason": "FlashAttention 3 causing degenerate training is unrelated to incorrect checkpoint serialization in save_pretrained." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "TF32 behavior settings and a FineGrainedFP8 accuracy issue are distinct precision/performance concerns." + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different dtype/config lifecycle bugs." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Different Qwen3.5/Qwen3-next loading problems with different symptoms and likely different fixes." + "reason": "Broken vitpose models and a BACKENDS_MAPPING tensorflow_text error are unrelated." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Vitpose model breakage and an undefined tf backend error due to tensorboard-only install are unrelated." + "reason": "Cross-version tokenizer regression is unrelated to a noisy logging message." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "SGD args not used and optimizer step being called twice under deepspeed are different optimizer bugs." + "reason": "A model-type warning between sam3 variants is not the same as a key error while loading MobileLLM-125M." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44877", + "right": "issue:46231", "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." + "reason": "Strict granite_speech config loading and a documentation parameter-name mismatch are not the same bug." } ] }, @@ -14927,73 +14652,85 @@ "component_index": 1, "component_count": 21, "review_unit_index": 48, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:27957", "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", - "issue:42757", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43352", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", "issue:43673", "issue:43874", "issue:43931", + "issue:43937", "issue:43986", "issue:44038", - "issue:44117", + "issue:44075", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", "issue:44933", - "issue:44987", "issue:45003", "issue:45071", + "issue:45278", + "issue:45310", "issue:45341", - "issue:45372", - "issue:45440", "issue:45464", "issue:45478", "issue:45542", - "issue:45588", - "issue:45753", - "issue:46050", - "issue:46123", + "issue:45656", "issue:46172", - "issue:46231", - "issue:46369" + "issue:46209" ], "soft_pairs": [ + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:43066|issue:43122", "issue:42175|issue:42222", - "issue:43097|issue:44493", "issue:43874|issue:44261", "issue:44263|issue:44485", - "issue:43012|issue:43577", + "issue:43097|issue:44493", "issue:43673|issue:45341", + "issue:43012|issue:43577", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:44483|issue:45464", "issue:27957|issue:43352", + "issue:44483|issue:45464", "issue:44484|issue:45478", "issue:43931|issue:44410", "issue:44263|issue:46172", @@ -15002,248 +14739,216 @@ "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" + "issue:45003|issue:45341" ], - "prepared_review_unit_hash": "09f5cf84e584865ba7ade27fe701579d746d801bd77b2bb8efd96b6dc18c8f33", + "prepared_review_unit_hash": "2eea925bae67eb923b139ef95e250ed9d94bef59b3ad9d48cb17865a6f329fde", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36787, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "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.", + "summary": "These issues are mostly separate Transformers regressions or model-specific bugs. A few are thematically related to v5 upgrade/import/tokenization changes, but none are safe duplicate merges from the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here: it explicitly covers many import errors after upgrading to 5.5.0, so it is the best anchor for a duplicate cluster around upgrade regressions.", "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_issue_reason": "issue:45278 is also the strongest global representative because it is broad, high-signal, and likely to absorb related duplicate reports about v5 import regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:42490", + "right": "issue:42673", "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." + "reason": "Different problems: local-path slash warning vs VRAM leakage in multi-threaded Qwen3ForCausalLM usage." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question versus a Qwen3.5-MoE from_pretrained loading error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths: tokenizer offset_mapping bug vs FP8 inference failure on B200 hardware." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import symbol in configuration_utils is unrelated to the _torch_extract_fbank_features() issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error and unrecognized-model/model_type error are distinct load-time failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "44933 is one specific missing import; 45278 is a broader umbrella for many import errors. Related theme, but not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance warning is unrelated to the FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different failures: missing qwen3next projections vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing-TensorFlow backend packaging are different issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer.step under deepspeed are separate optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the concrete bugs differ: decoder type vs changed tokenization output." + }, + { + "left": "issue:42175", + "right": "issue:42222", "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." + "reason": "Backend packaging/install issue versus VitPose model loading failure; not the same bug." }, { "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." + "reason": "Image-patch helper missing method is unrelated to the MLA q_a_layernorm eps/config precision issue." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "These are different bugs in different model families: torch.split return handling versus RoPE implementation." + "reason": "Different GLM-related problems: torch.split handling vs RoPE implementation discussion." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43097", + "right": "issue:44493", "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." + "reason": "Removed config field and unexpected position-id keys are not the same concrete regression." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling and a testing utility bug are unrelated code paths." + "reason": "Chunked-prefill cache issue is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time float32 warning and BLIP2 dtype not propagating are distinct dtype-related issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are separate API/typing issues." + "reason": "Missing AutoImageProcessor export and PretrainedConfig type-checking breakage are separate API regressions." }, { "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." + "reason": "Type-checking breakage is unrelated to the TensorFlow backend detection/install issue." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:27957", + "right": "issue:43352", "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." + "reason": "Both mention Flash Attention 2, but they are model-specific unsupported-feature reports for different models." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is NemotronH support; different model-specific enablement issues." + "reason": "General chat/completions request handling differs from a streaming inference failure on Qwen3.5-0.8B." }, { "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." + "reason": "Save-pretrained shard sizing is unrelated to the Qwen3.5-MoE from_pretrained loading error." }, { "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." + "reason": "Weight-shape mismatch when loading Qwen3-VL-30B is a different problem from missing qwen3next projections." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different tensor-shape/transpose issues in different model internals; not the same defect." + "reason": "Torch.split indexer behavior and DeepSeek-v4 comb transpose are different code paths." }, { "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." + "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 transpose bug." }, { "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." + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different concrete issues." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe failure are separate model-loading bugs." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config helper and a gguf_file/from_pretrained loading breakage are unrelated regressions." + "reason": "Removed tie_embeddings config field is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "One is an AutoProcessor/torchvision dependency crash; the other is a testing utility bug." + "reason": "AutoProcessor without torchvision and a testing_utils bug do not share the same failure path." }, { "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." + "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils issue." } ] }, @@ -15259,69 +14964,82 @@ "component_index": 1, "component_count": 21, "review_unit_index": 49, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:36683", "issue:38617", + "issue:42757", "issue:42890", "issue:42907", - "issue:43012", "issue:43064", - "issue:43066", "issue:43097", - "issue:43208", - "issue:43352", "issue:43502", - "issue:43550", - "issue:43582", + "issue:43531", + "issue:43673", "issue:43824", - "issue:43825", "issue:43873", - "issue:43906", - "issue:43976", + "issue:43874", "issue:43986", "issue:43992", "issue:44038", "issue:44062", - "issue:44077", "issue:44117", - "issue:44162", - "issue:44222", + "issue:44261", + "issue:44263", + "issue:44315", "issue:44351", - "issue:44368", "issue:44380", "issue:44410", "issue:44484", + "issue:44485", "issue:44655", "issue:44704", + "issue:44933", "issue:44936", "issue:44938", + "issue:44987", "issue:45103", + "issue:45341", + "issue:45372", "issue:45375", - "issue:45478", - "issue:45479", - "issue:45584", - "issue:45712", + "issue:45440", + "issue:45588", "issue:45753", - "issue:46132", + "issue:46050", + "issue:46123", "issue:46172", "issue:46178", + "issue:46231", "issue:46298", "issue:46365", + "issue:46369", "issue:46421" ], "soft_pairs": [ - "issue:43502|issue:43992", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:43673|issue:46123", + "issue:44261|issue:44485", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43097|issue:46050", "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:38617|issue:44351", "issue:42890|issue:46298", + "issue:43502|issue:43992", + "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:44936|issue:46365", @@ -15330,253 +15048,223 @@ "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" + "issue:43992|issue:44484" ], - "prepared_review_unit_hash": "4f7853eb35709abf4be9154270035d36bb78529e0d9e4ec2b7c4dc244b9f23e4", + "prepared_review_unit_hash": "a60fd596957dd545c6cffdcbb2b03a6a52fc34dc7d70ed6adfc37a4a215f7753", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37428, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35599, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "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, + "summary": "The set is heterogeneous and the soft pairs mostly share only broad subsystem keywords. I rejected every soft edge because none looks like the same concrete bug/change with enough specificity to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If forced to pick a canonical issue, issue:43873 is the strongest anchor: it is open, broadly worded, and has the most discussion/references, so it best represents a user-facing bug cluster. That said, it is not a safe duplicate match for the other items.", "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_issue_reason": "issue:43873 is the most plausible cluster anchor because it is the broadest and most active bug report in the set; it is the best candidate to track centrally if any issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Different bug classes: offline file-loading/network behavior vs missing encoder weights in UMT5." + "reason": "Different models and symptoms: Qwen3_5 infinite loop on one image vs SAM3-LiteText memory overflow." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both are Qwen-related, but one is missing attention projections while the other is a config field being dropped by @strict." + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split indexing bug." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Qwen3-VL-Moe compatibility error is unrelated to missing qwen3next projections." + "reason": "Unrelated: image_utils import issue vs a documentation parameter-name mismatch." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Both are import failures, but they involve different symbols and different broken APIs/modules." + "reason": "Different code paths: chunked_prefill cache handling vs MaskGenerationPipeline partial-batch finalization." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + "reason": "Both mention GLM/MLA, but one is an rms_norm_eps precision issue and the other is RoPE implementation." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Tokenizer construction argument collision is different from TOKENIZER_MAPPING_NAMES returning None." + "reason": "Video-model loading without torchvision is unrelated to save_pretrained shard sizing." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Removal of a config attribute in v5 is unrelated to quantization/offloading behavior." + "reason": "Different failures: tokenizer-mapping None handling vs loading a specific model repo in v5.1.0." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Trainer.evaluate() after train() failure is unrelated to importing Trainer being affected by datasets." + "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing_utils bug." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Both involve loading/helpers, but cached_file kwargs propagation is a different bug from auto-docstring annotation handling." + "reason": "Both are DeepSeek-family, but they describe different model versions and different tensor-path bugs." }, { "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", + "right": "issue:45372", "accept": false, - "reason": "Missing Qwen2.5-VL export/import is unrelated to AutoProcessor crashing without torchvision." + "reason": "Unrelated processor-loading crash vs missing ReasoningEffort import from mistral_common." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to a missing backend mapping for tensorflow_text." + "reason": "Trainer/FSDP optimizer-state corruption is a different bug from Liger Kernel not applying with model_init." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Missing encoder weights is a model-loading bug, not the save_pretrained shard-size question." + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different fixes." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Dequantized model save failure and Pipeline save_pretrained failure affect different save paths and object types." + "reason": "Tie-embeddings API removal and flash-attention sink handling are unrelated failure modes." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "xLSTM training blockers are unrelated to Bamba torch.compile + SDPA failure." + "reason": "One is an API removal complaint; the other is quantized model save/load breakage." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Bfloat16 compile warning is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + "reason": "Same broad Qwen family, but one is missing attention projections and the other is a config field dropped by strict validation." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Saving dequantized models is not the same as Qwen3.5 infinite-loop generation on a specific image." + "reason": "Too vague to merge: generic Qwen3-VL-Moe bug report vs a specific qwen3next layer-0 projection issue." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "PyTorch precision warning during compile is unrelated to the tie_word_embeddings config warning." + "reason": "Integration test seeding problem is unrelated to a noisy logging message." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Incorrect pipeline task messaging is unrelated to inability to save Pipeline objects." + "reason": "Offline/local-files behavior is unrelated to a missing embed_tokens.weight in UMT5Encoder loading." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer decoder-type mismatch is unrelated to the isolated reproduction of a different issue." + "reason": "Different missing imports from different namespaces; same broad symptom, not the same bug." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Dummy class leakage/check_repo failure is unrelated to a noisy logging message." + "reason": "Tokenizer AddedToken kwarg duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Flash Attention support error for NemotronH is a model capability issue, not GPT2 attention scaling." + "reason": "Different areas entirely: removed tie-embedding API vs quantization/offloading behavior." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Removed config attribute in v5 is unrelated to logging noise." + "reason": "trainer.evaluate() after train() is unrelated to failing to import Trainer because datasets is installed." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Flash Attention support error is unrelated to the Python-version compatibility issue." + "reason": "AutoProcessor kwargs forwarding is unrelated to auto_docstring breaking under future annotations." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "ESM2 model breakage is unrelated to a deepseek-v4 tensor transpose bug." + "reason": "Processor-loading with missing torchvision is not the same bug as tokenizer mapping returning None." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Trainer import problems." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "GPT2 backend-specific attention scaling is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Different missing dependency/import paths: Qwen2.5-VL class import vs AutoProcessor video-model loading." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "patchtsmixer post_init policy is unrelated to importing Trainer with datasets installed." + "reason": "Python 3.14 import failure is unrelated to an unsupported tensorflow_text backend entry." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Attention scaling backend bug is unrelated to the single-label-classification zero-loss bug." + "reason": "Saving dequantized Ministrals/Devstrals is a different bug from saving Pipeline objects." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Both are Qwen/MoE save or load bugs, but FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failures." + "reason": "Missing weights on from_pretrained is unrelated to the default max_shard_size in save_pretrained." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44933", + "right": "issue:44987", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Image-utils import cleanup and loading a specific model repo are not the same underlying issue." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Both involve quantization, but one is an offloading bug and the other is a save/load round-trip breakage." } ] }, @@ -15592,70 +15280,88 @@ "component_index": 1, "component_count": 21, "review_unit_index": 50, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42175", "issue:42490", "issue:42757", - "issue:42898", + "issue:42907", "issue:42994", "issue:43012", + "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", - "issue:43475", "issue:43502", - "issue:43525", "issue:43526", - "issue:43611", + "issue:43550", + "issue:43582", "issue:43618", - "issue:43756", "issue:43761", "issue:43824", + "issue:43825", "issue:43867", - "issue:43937", + "issue:43906", "issue:43976", "issue:44038", "issue:44077", + "issue:44162", + "issue:44222", "issue:44230", + "issue:44368", "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:45478", + "issue:45479", + "issue:45584", "issue:45600", "issue:45698", - "issue:46050", - "issue:46077", - "issue:46082", + "issue:45712", + "issue:45753", + "issue:46132", "issue:46172", "issue:46298", "issue:46365" ], "soft_pairs": [ + "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", "issue:42175|issue:46365", - "issue:38617|issue:43502", - "issue:43208|issue:43526", "issue:42490|issue:43012", "issue:43012|issue:44683", + "issue:43208|issue:43526", "issue:42757|issue:43824", + "issue:38617|issue:43502", "issue:44483|issue:44514", "issue:45698|issue:46172", "issue:45600|issue:46298", @@ -15664,246 +15370,234 @@ "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" + "issue:44483|issue:45290" ], - "prepared_review_unit_hash": "12406937f5da6622f4f039612e47dbc103ef1db1dfff32b6c717d62975bfac95", + "prepared_review_unit_hash": "b91eb800d6ad4be3289632d7b86e64c26f8f6d0762fc922d60f2a9fdc27f57eb", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37122, - "estimated_input_tokens": 9281, - "estimated_eval_tokens": 18818 + "serialized_chars": 37280, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "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.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, import errors, and model-specific bugs rather than a set of duplicates. No soft edges look like the same concrete underlying issue with enough confidence to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43097 is the best representative of the cluster\u2019s common theme: a broad v5 backward-compatibility/API regression with clear user impact and broader relevance than the more model-specific reports.", "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_issue_reason": "issue:43097 is the strongest single issue to anchor the cluster because it captures the recurring v5 breakage pattern better than the narrower model- or platform-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different failure modes: backend/dependency packaging versus Trainer import breakage." + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Unrelated import error in configuration_utils versus unwanted network requests in local_files_only mode." + "reason": "A PyTorch warning about bfloat16 precision is not the same as a model-specific compile failure under SDPA." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Completely different bugs: xLSTM training failures versus BeitImageProcessorFast label reduction." + "reason": "Quantized/dequantized save failure vs infinite-loop image generation are unrelated bugs." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but about different paths: local model path handling versus bfloat16 compile precision warnings." + "reason": "Both mention warnings, but they concern different code paths and different config fields." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different compiler/backend problems: a PyTorch precision warning versus flex_attention failing on torch>=2.9." + "reason": "Pipeline task support messaging and saving Pipeline objects are separate problems." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; not the same underlying issue." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "One is an OpenAI-style chat completions API rejection, the other is apply_chat_template crashing on batched input." + "reason": "Left is a repo hygiene/dummy-class cleanup issue; right is just noisy logging." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Unrelated: wrong custom module restored after save/load versus a DeepSeek tensor/dtype transpose bug." + "reason": "Nemotron FA2 support error and GPT2 attention scaling under SDPA/FlashAttention are different bugs." }, { - "left": "issue:45600", + "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "CI break from removed config references is unrelated to a noisy logging message." + "reason": "A breaking API removal is unrelated to a noisy logging message." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Same model family, but different problems: loading regression versus fp8 inference support request." + "reason": "Unsupported Flash Attention on one model is unrelated to a Python version compatibility problem." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Both are attention-related regressions, but they affect different models/code paths and different symptoms." + "reason": "ESM2 breakage and DeepSeek dtype/transpose behavior are different model-specific issues." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Same CLIP family, but one loses attentions while the other loses hidden_states; different concrete regressions." + "reason": "Whisper empty-transcription generation and importing Trainer are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Different load failures: Qwen3VL-Moe loading breakage versus a sorted-state_dict model load error." + "reason": "GPT2 attention scaling and AttentionInterface.register behavior are different code paths." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline.save_pretrained behavior." + "reason": "PatchTSMixer post_init validation and Trainer import failure are unrelated." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored and zero-loss classification are different functional bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Different layers: chat/completions API acceptance versus tokenizer chat-template crashing on tool-call messages." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained loading failure are not the same bug." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:43582", "accept": false, - "reason": "Different missing-attribute bugs in different model configs/outputs; no shared code path evident." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both mention RoPE, but one is a layer-drop bug in Smollm3 and the other is a GLM-5 implementation discussion." + "reason": "FSDP2 optimizer-state corruption is not the same as GPT2 attention scaling being ignored." }, { - "left": "issue:44625", + "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug is unrelated to a Trainer import issue." + "reason": "Backend-install dependency selection and importing Trainer are unrelated import/package issues." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Both are tokenizer/v5 issues, but one changes clean_up_tokenization_spaces behavior and the other has a decoder type regression." + "reason": "Local path slash warning and bfloat16 compile warning are separate issues." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Different import failures for different exported symbols from different packages." + "reason": "A warning about precision is not the same as a torch>=2.9 flex_attention compile failure." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different Gemma4 bugs: embedding resize propagation versus bidirectional attention masks." + "reason": "Both are import errors, but they involve different missing symbols and different root causes." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both involve save/load, but one is base_model_prefix loading and the other is saving Pipeline objects." + "reason": "Missing layer_type_validation import and local_files_only still making API requests are unrelated." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Different persistence bugs: Pipeline.save_pretrained versus quantized-model save/load via sinq." + "reason": "Chat/completions request rejection and batched apply_chat_template crash are different failures." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Unrelated config attribute bug versus a patchtsmixer post_init validation rule." + "reason": "Wrong custom module loaded after save_pretrained is unrelated to the DeepSeek dtype/transpose bug." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Both concern checkpoint loading/saving, but the concrete failure mechanisms and affected models differ." + "reason": "Removed Sam3LiteText configs breaking CI is not the same as a noisy logging message." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both are Python compatibility issues, but they target different Python versions and likely different causes." + "reason": "Qwen3-VL-Moe loading breakage and fp8 inference support are different concerns." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Unrelated model-specific runtime limitation versus a loss-function/auxiliary-loss bug." + "reason": "CLIP attentions missing and GPT2 attention scaling are unrelated model regressions." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Different config validations: Gemma4 attention-mask construction versus LlamaConfig head_dim acceptance." + "reason": "Both are CLIP regressions, but they target different missing outputs and do not clearly share one concrete bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Both are missing config attributes, but for different models and unrelated fields." + "reason": "Qwen3VL MoE loading failure and state_dict sorting load error are different loading bugs." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "CLIP attention-output regression is unrelated to Qwen3.5 checkpoint corruption after save_pretrained." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are separate save-path issues." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different config propagation problems in different model families; not the same bug." + "reason": "API request rejection and tool-call assistant-message chat-template crash are different problems." } ] }, @@ -15919,64 +15613,81 @@ "component_index": 1, "component_count": 21, "review_unit_index": 51, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:28282", - "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", + "issue:42757", "issue:42890", + "issue:42898", "issue:43010", "issue:43064", - "issue:43065", - "issue:43502", + "issue:43066", + "issue:43352", + "issue:43475", + "issue:43525", "issue:43575", - "issue:43576", + "issue:43611", "issue:43618", - "issue:43723", + "issue:43756", "issue:43867", + "issue:43937", "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:44625", + "issue:44655", "issue:44855", - "issue:44857", "issue:44938", - "issue:44964", "issue:45071", - "issue:45125", + "issue:45216", + "issue:45276", "issue:45278", "issue:45310", "issue:45357", "issue:45375", - "issue:45440", "issue:45478", "issue:45561", - "issue:45600", + "issue:45593", "issue:45850", - "issue:46132", + "issue:46050", + "issue:46077", + "issue:46082", "issue:46202", - "issue:46285", "issue:46365" ], "soft_pairs": [ + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:44625|issue:46365", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "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", "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:43010|issue:45278", @@ -15992,244 +15703,247 @@ "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" + "issue:43618|issue:44077" ], - "prepared_review_unit_hash": "cba4936b61c96c7365841ace451d0f96ed00ccce70aee87597248472dd85a922", + "prepared_review_unit_hash": "3bbd1dc815d4cd9b09192d657500d580fcc1788d30a09729ba55e816710a5398", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36741, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37121, + "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 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.", + "summary": "The items are mostly isolated regressions across different models, config fields, save/load paths, and environment compatibility issues. None of the soft-similarity pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the set is thematically similar in places, but the actual failures are diverse and model- or API-specific.", "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_issue_reason": "No good global representative issue: the cluster is too heterogeneous to safely collapse into one canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:36683", + "right": "issue:43475", "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." + "reason": "Both are AttributeErrors, but they hit different model classes and different missing fields; not the same bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Wrong optimizer state on FSDP2/PEFT vs a cache strategy typo; unrelated failures." + "reason": "Both mention RoPE, but one is about dropped layers in Smollm3 and the other is a GLM-5 implementation discussion; different root causes." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Cache/Layer update no_grad behavior is unrelated to broad import errors after upgrade." + "reason": "Qwen3.5 config propagation bug vs import failure involving datasets/Trainer; unrelated failures." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Optimizer SGD args not used vs import failure caused by datasets dependency; different code paths." + "reason": "Both are v5 tokenizer-related, but one is a behavior change flag and the other is a decoder-type regression; not the same issue." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Compiled Python file errors vs Python 3.13 IndentationError in DebertaV2 import; not the same issue." + "reason": "Different model-specific errors: Flash Attention support vs invalid GenerationConfig." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "State_dict sorting load error vs missing Qwen3.5 vision config field; different model-loading problems." + "reason": "Both are import errors, but from different packages and symbols; no shared underlying defect." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "State_dict load failure vs Gemma pipeline roundtrip issue; different symptom and model." + "reason": "Same model family, but one is embedding resize behavior and the other is attention mask construction; distinct code paths." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Python 3.14 import failure vs PretrainedConfig type-checking regression; not the same underlying bug." + "reason": "Model-loading breakage vs saving Pipeline objects; different APIs and failure modes." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save_pretrained, but one is Pipeline serialization and the other is quantized model roundtrip; not mergeable as one fix." }, { "left": "issue:36683", - "right": "issue:43064", + "right": "issue:44077", "accept": false, - "reason": "Gemma3Config vocab_size attribute error vs FSDP2 optimizer-state corruption; unrelated." + "reason": "Different model/config bugs with no shared code path." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "SamHQ test seed flakiness vs xdist race on captured_info.txt; both test-related but different races." + "reason": "Both are checkpoint/save-load regressions, but they affect different models and different serialization logic." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Specific no_grad decoration request vs a generic complaint that v5 breaks too many models." + "reason": "Both are Python-version compatibility complaints, but they target different release/runtime combinations." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Import * performance issue vs intermittent slow import; same area, but not the same concrete cause." + "reason": "Completely different subsystems: attention backend support vs training loss usage." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "State_dict load error vs Qwen3.5 save_pretrained saving wrong visual encoder keys; opposite direction and different bug." + "reason": "Unrelated model features: label propagation vs attention masking." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Missing embed_tokens.weight vs Qwen3.5 Moe from_pretrained error; not enough evidence of a single defect." + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Tensor-parallel training bug vs TP OOM when loading Qwen2-57B-A14B-Instruct; related subsystem but different failure mode." + "reason": "Both are missing-config-attribute errors, but on different model configs and fields." }, { "left": "issue:43618", - "right": "issue:44077", + "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions missing vs patchtsmixer post_init restriction; different model behaviors." + "reason": "Different regressions: CLIPOutput attentions assignment vs Qwen3.5 checkpoint saving." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "Cache no_grad change vs Python 3.9/3.10 compatibility issue; unrelated." + "reason": "Both concern config fields, but the models and missing properties differ; too broad to treat as one bug." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "AutoModel missing PyTorch ImportError vs tokenizer-loading regression; both loading-related but different libraries and failures." + "reason": "UMT5 encoder weight loading vs Qwen3.5 MoE from_pretrained error; distinct failures." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "CLIPOutput attentions assignment vs CLIP text model structure inconsistency; same model family, but different API changes." + "reason": "Training/optimizer state bug vs a typo in cache strategies; unrelated." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Missing CLIP attentions vs LwDetrImageLoss AMP crash; different models and code paths." + "reason": "no_grad decorator on cache updates vs generic import errors; different code paths." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated architectural issues." + "reason": "Optimizer arguments not used vs importing Trainer blocked by datasets; unrelated." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "local_files_only still making API calls vs AddedToken special-argument TypeError; different tokenizer/network failures." + "reason": "Both are Python/import-time problems, but one is compiled-file execution and the other is a torch.jit parsing issue." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "SamHQ test seeding flake vs Phi-4-multimodal-instruct load failure; different model/test contexts." + "reason": "Both are serialization/config issues, but they affect different models and different missing fields." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Checkpoint/state_dict load failure vs Gemma pipeline roundtrip on a tokenization character; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Missing set_seed in SamHQ tests vs GraniteSpeech stale device override CI failure; both CI-related but not duplicates." + "reason": "Config attribute error vs distributed optimizer-state bug; no common underlying bug." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:45561", "accept": false, - "reason": "SamHQ test flake vs auto_mappings referencing removed configs; unrelated test/model maintenance issues." + "reason": "Both are test flakiness issues, but one is missing set_seed and the other is an xdist file race; different causes." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "int4 quantization memory regression vs checkpoint reload failure after upgrade; both v5-related but not the same bug." + "reason": "Specific no_grad cache bug vs a broad complaint that v5 breaks many models; not the same defect." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "FP8 save_pretrained moe bug vs missing _tp_plan for tensor parallelism; different functionality." + "reason": "Both touch import performance, but one identifies a concrete import-* cause while the other is a vague timing complaint." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer.from_pretrained issue vs checkpoint reload incompatibility after upgrade; both loading-related but different objects and symptoms." + "reason": "Both are save/load regressions, but on different models and key mappings." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Cache/Layer no_grad request vs dummy Conv2d in Sam3PixelDecoder; unrelated implementation changes." + "reason": "Different Qwen3.5/UMT5 loading failures; no shared code path." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "transformers env command broken vs AttentionInterface.register behavior change; different utilities and failures." + "reason": "Tensor-parallel training bug vs TP OOM while loading a large model; related area but not the same issue." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "local_files_only network leak vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "Cache update decorator bug vs Python-version support issue; unrelated." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Missing tensor-parallel plan vs Qwen3.5 Moe from_pretrained error; related model family, but different concrete bug." + "reason": "CLIP output regression vs patchtsmixer post_init restriction; different subsystems." } ] }, @@ -16245,15 +15959,16 @@ "component_index": 1, "component_count": 21, "review_unit_index": 52, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ "issue:27957", + "issue:28282", "issue:30333", "issue:30990", "issue:31795", @@ -16261,58 +15976,72 @@ "issue:34689", "issue:36296", "issue:38617", - "issue:41628", "issue:42548", "issue:42757", "issue:42831", + "issue:42890", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43502", - "issue:43526", "issue:43576", - "issue:43673", + "issue:43618", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:43901", + "issue:44062", + "issue:44112", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44749", - "issue:44908", - "issue:44938", + "issue:44857", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", - "issue:45230", - "issue:45362", "issue:45375", + "issue:45440", "issue:45468", - "issue:45850", - "issue:46143", - "issue:46144", - "issue:46209" + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285" ], "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", "issue:44355|issue:44749", - "issue:42548|issue:44351", "issue:30333|issue:33453", + "issue:42548|issue:44351", "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:43299|issue:44556", "issue:30333|issue:36296", "issue:43827|issue:44961", "issue:44355|issue:45071", @@ -16324,252 +16053,258 @@ "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" + "issue:44961|issue:45468" ], - "prepared_review_unit_hash": "66cf98e26d80b13e68feda424edf8db7841255ae111839efa90fdc179d1b556f", + "prepared_review_unit_hash": "fcd4f9a9916aa930ab8b1a029c7731836d8c372ae22ae535f8ce6300c8db944c", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37049, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "soft_pair_count": 37, + "serialized_chars": 38305, + "estimated_input_tokens": 9577, + "estimated_eval_tokens": 19410 }, "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, + "summary": "These items are mostly semantically similar Transformers regressions, but they split across distinct code paths and symptoms (imports, tokenizer/model loading, CLI, docs, quantization, tensor-parallelism, and model-specific bugs). None of the soft pairs are safe duplicate merges.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43576 is the most broadly representative user-facing regression in this set: it is a concrete v5 breakage with a clear repro surface, and several other near-matches are also v5-era loading/compatibility regressions.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43576 is the best single issue to anchor triage because it is specific, actionable, and closest to the recurring v5 regression theme among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Different failures: compiled Python file errors vs post-upgrade slowdown while filtering data." + "reason": "Both are loader-related failures, but one is a PyTorch dependency ImportError and the other is a tokenizer-loading regression; different root causes and fixes." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different code paths." + "reason": "Both mention CLIP outputs/structure, but one is missing attentions assignment and the other is an API/attribute inconsistency after v5; not the same bug." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "MLFlow reporting on job failure vs tokenizer loading regression; unrelated symptoms." + "reason": "One is a CLIPOutput field regression, the other is a float16/CUDA loss crash in LwDetrImageLoss; unrelated code paths." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Both touch Qwen3.5-MoE, but one is tensor-parallel planning and the other is a missing config field." + "reason": "Different architectures and problems: a DSA/ReLU discussion versus DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Cache/update no_grad issue vs generation kwargs update after sync_gpus; different bugs." + "reason": "One is a flaky test due to missing set_seed, the other is a model loading failure for Phi-4 multimodal; unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Runtime loading hang vs confusing forward docs; one is a bug, the other is documentation." + "reason": "One is an offline/local-files behavior bug, the other is a tokenizer AddedToken argument conflict; different failure modes." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Local-files-only network leak vs FP8 save_pretrained issue; different subsystems." + "reason": "Both are CI/test issues, but one is seeding-related flakiness and the other is a stale device override test; not the same underlying defect." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Unrelated local-files-only bug and a separate terse issue with no matching failure mode." + "reason": "One is test flakiness, the other is auto_mappings referencing removed configs and breaking CI; different fixes." }, { - "left": "issue:43299", + "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but they affect different versions and different concrete behaviors." + "reason": "One is int4 quantization memory growth/OOM, the other is checkpoint reload incompatibility after upgrading to v5; different root causes." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Accuracy regression in FP8 vs missing processor method causing an AttributeError." + "reason": "Both involve v5 loading, but one is AutoTokenizer.from_pretrained and the other is checkpoint reload compatibility; not one concrete bug." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "MLFlow tracking failure vs tensor-parallel training bug; not the same underlying defect." + "reason": "FP8 save_pretrained for moe versus missing _tp_plan for tensor parallelism are separate model-export and parallelism issues." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Docs still referencing pipeline() vs an unrelated issue; no shared bug." + "reason": "A cache/layer no_grad decoration request is not the same as a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Compiled file loading errors vs PretrainedConfig type-checking regression." + "reason": "One is a broken CLI command in v5; the other is an AttentionInterface registration behavior change. Same broad area, different bug." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Compiled Python file errors vs inability to save Pipeline objects." + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation details." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer loading regression vs a specific model-loading break for Llama 3.2 Vision." + "reason": "Both concern Qwen3.5 MoE, but one is tensor-parallel metadata and the other is from_pretrained loading error; not the same concrete fix." }, { - "left": "issue:27957", + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention compiled/loading/runtime problems, but one is compiled Python file errors and the other is data filtering slowdown after upgrade; not duplicates." + }, + { + "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "FlashAttention 2 support request for XLM-Roberta vs tokenizer loading regression." + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer-loading regression." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Liger Kernel/model_init application bug vs DSA indexer ReLU discussion; different code paths." + "reason": "Both are import errors from transformers, but one is missing PreTrainedModel and the other is missing HybridCache; separate symbols and likely separate causes." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Missing hub import vs broken transformers env CLI; related ecosystem area but not the same bug." + "reason": "Different missing fields/APIs: tensor-parallel plan versus deepstack_visual_indexes being dropped by strict config parsing." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Broken env command vs PretrainedConfig typing regression; distinct changes." + "reason": "One is a no_grad decoration request for cache/layer updates; the other is generation kwargs update after sync_gpus. Not the same bug." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "CLI/env command failure vs missing Qwen2.5-VL export import error." + "reason": "Both are about loading/docs around models, but one is Sentence Transformers hanging and the other is confusing forward() docs; unrelated." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Documentation confusion vs ImportError for layer_type_validation; different artifact types." + "reason": "local_files_only network calls and FP8 moe save_pretrained are different subsystems and failure modes." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Unrelated short issue vs Gemma-4 audio positional encoding bug." + "reason": "The 'racoon' issue is not meaningfully related to local_files_only behavior." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Broken env CLI vs Python 3.14 load failure; different regression surfaces." + "reason": "FineGrainedFP8 accuracy and a missing image-patch-count method in GLM46V are different bugs." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs unrelated issue." + "reason": "Both are v5-related model loading regressions, but one is Qwen3VL MoE loading and the other is general checkpoint reload compatibility." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Scheduler kwargs ignored vs unrelated issue." + "reason": "MLflow reporting on failure and tensor-parallel training are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same change." + "reason": "Documentation references to removed pipeline() are unrelated to the 'racoon' issue." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Adjacent RoFormer concerns, but one is kwargs propagation and the other is attention interface usage." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Tensor-parallel training bug vs documentation mentioning return_all_scores." + "reason": "Compiled-file execution errors and inability to save Pipeline objects are different issues." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + "reason": "Both are loading regressions, but tokenizer loading and Llama 3.2 vision model loading are distinct breakages." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug." + "reason": "XLMRoberta Flash Attention 2 support and tokenizer-loading regression are unrelated." }, { "left": "issue:44315", - "right": "issue:46209", + "right": "issue:44360", "accept": false, - "reason": "Model_init Liger Kernel application vs FP8 inference on B200; different problems." + "reason": "Liger Kernel model_init behavior and a DSA indexer/ReLU discussion are different problems." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Missing GenerationMixin cache in v5 vs a typo in cache strategies." + "reason": "Missing is_offline_mode import and broken transformers env command are both v5-era breakages, but not the same code path." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs broad complaint that v5 breaks many models." + "reason": "A broken CLI command and a PretrainedConfig type-checking issue do not share the same underlying defect." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI breakage in v5 is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "A documentation clarification request is not a duplicate of an import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Processor.save_pretrained missing files vs an uninformative generic bug report." + "reason": "The 'racoon' issue is unrelated to Gemma-4 audio relative positional encoding." } ] }, @@ -16585,29 +16320,31 @@ "component_index": 1, "component_count": 21, "review_unit_index": 53, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "nodes": [ - "issue:31795", - "issue:33453", + "issue:36296", + "issue:41628", "issue:41669", "issue:42371", + "issue:42548", "issue:42890", "issue:43352", "issue:43408", "issue:43525", + "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43827", + "issue:43901", "issue:43976", "issue:44038", - "issue:44077", + "issue:44222", "issue:44230", "issue:44246", "issue:44273", @@ -16615,33 +16352,44 @@ "issue:44297", "issue:44315", "issue:44351", - "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", - "issue:44829", - "issue:44861", "issue:44908", + "issue:44938", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", - "issue:45278", - "issue:45310", - "issue:45341", - "issue:45468", - "issue:45478", + "issue:45278", + "issue:45362", "issue:45542", "issue:45753", "issue:45850", "issue:46095", - "issue:46218", - "issue:46328" + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218" ], "soft_pairs": [ + "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", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44393|issue:45071", @@ -16663,193 +16411,250 @@ "issue:44246|issue:44273", "issue:43576|issue:44908", "issue:44295|issue:45230", - "issue:43976|issue:44393", "issue:44297|issue:45230", + "issue:43976|issue:44393", "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" + "issue:41669|issue:44351" ], - "prepared_review_unit_hash": "486eec4b8b58dbd5f7075744f59b94e739ec62c29a0e8c9b7eaa1a9c630d6140", + "prepared_review_unit_hash": "246092d427eb44a612ca7797bbeaa231c223e7b0d23ecd2d54dff35d9889190e", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38843, - "estimated_input_tokens": 9711, - "estimated_eval_tokens": 19678 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38290, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 }, "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.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports centered on v5-era breakages, import/export issues, and model-specific bugs. I did not find any soft pair that clearly describes the same underlying bug/change, so I rejected all candidate merges.", "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_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s dominant theme: multiple v5 regressions causing breakage across models and APIs. It is still quite generic, but it best matches the overall cluster context.", "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_issue_reason": "issue:45850 is the most cluster-like umbrella issue; it is broad enough to stand in for the repeated post-v5 breakage reports, even though the set is not a clean duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: the env subcommand is broken in v5, while the other is a Python 3.14 import/load failure." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated topics; GLM-5 RoPE discussion is not the same as a placeholder issue titled racoon." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained serialization and the other is inference support; different code paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs not forwarded and the other is attention interface usage; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel with model_init and FP8 inference on B200 are separate concerns." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache bug and a cache-strategies typo are not the same problem." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model bug; the other is a broad v5 breakage report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." + }, { "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." + "reason": "Lazy loading malfunction and tensorboard/TensorFlow backend error are different issues." }, { "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." + "reason": "Both involve Qwen/MoE, but one is a model bug and the other is missing _tp_plan for tensor parallelism." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Completely different areas: Qwen3-VL 2D box output vs PretrainedConfig type checking." + "reason": "Qwen3-VL bounding box errors and PretrainedConfig type-checking breakage are unrelated." }, { "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." + "reason": "Both touch import mechanics, but lazy loading and unsafe sys.modules access are distinct bugs." }, { "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." + "reason": "Same model family, but bbox-output errors and infinite looping on a specific image are different symptoms/root causes." }, { "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." + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are separate failures." }, { "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." + "reason": "FP8 inference support is unrelated to asking for a weight conversion script." }, { "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." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the same as broad v5 breakage." }, { "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." + "reason": "Import-star performance regression and missing GenerationMixin cache are different issues." }, { "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." + "reason": "Both are v5 compatibility problems, but they concern different models and different breakage mechanisms." }, { "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." + "reason": "StableLmConfig pad_token_idx regression is specific and not the same as the broad 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." + "reason": "A typo in cache strategies is not the same as a broad v5 regression report." }, { "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." + "reason": "Both are broad post-v5 breakage reports, but one is specifically about import errors after upgrade; not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API settings guidance and a cache-strategies 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." + "reason": "Slow import from import-* usage and a missing Qwen3_5 symbol are both import-related, but not the same defect." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Missing set_seed in tests and scheduler kwargs handling 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." + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel application with model_init." }, { "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." + "reason": "Flash Attention support for NemotronH and Qwen3-VL bounding box errors are different 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." + "reason": "Import slowness and lazy-loading malfunction are related thematically but 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." + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated." }, { "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." + "reason": "Position_ids buffer read error is specific; the other is just a generic bug report." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL generation/output issues are unrelated." + "reason": "Tokenizer save_pretrained mismatch is unrelated to a generic bug report." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is distinct from a generic bug report." + "reason": "Python 3.9/3.10 compatibility breakage and Qwen3-VL bbox issues are unrelated." }, { "left": "issue:44908", @@ -16861,103 +16666,13 @@ "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs and inverse_sqrt scheduler kwargs are unrelated option-passing bugs." + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." }, { "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." + "reason": "Slow import from import-* usage and missing HybridCache export are different import/export problems." } ] }, @@ -16973,63 +16688,79 @@ "component_index": 1, "component_count": 21, "review_unit_index": 54, - "review_unit_count": 54, + "review_unit_count": 55, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-463", + "cluster_id": "cluster-10000-464", "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:43576", "issue:43606", "issue:43618", - "issue:43668", "issue:43704", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:44230", + "issue:43827", + "issue:43976", + "issue:44077", "issue:44261", "issue:44263", + "issue:44273", + "issue:44315", "issue:44351", + "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45290", "issue:45310", + "issue:45341", "issue:45468", + "issue:45478", "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46328" ], "soft_pairs": [ + "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", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", @@ -17046,336 +16777,500 @@ "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" + "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" ], - "prepared_review_unit_hash": "630b565c169da06ee89fea3e71020f6b58762a48115169c43cb3bae36ef370b2", + "prepared_review_unit_hash": "36a8c2b863051856dabc6ed408df7f34c63e78622fafa77a6ee4a2e6e3479ebe", "component_budget": { - "node_count": 463, - "item_count": 463, - "soft_pair_count": 1704, - "serialized_chars": 883351, - "estimated_input_tokens": 220838, - "estimated_eval_tokens": 441932 + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 47, - "serialized_chars": 40307, - "estimated_input_tokens": 10077, - "estimated_eval_tokens": 20410 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39435, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 }, "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.", + "summary": "This is a loose loading/import/tokenizer-regression cluster, but the soft pairs are mostly superficial title matches across different bugs; none look like true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43502 is the best anchor for the cluster because it is a concrete, broadly relevant loading-path bug (`local_files_only=True` still triggers requests) and fits the repeated load/regression theme better than the more niche or documentation-only reports.", "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_issue_reason": "issue:43502 is the strongest representative issue: it is actionable, clearly a real bug, and broad enough to summarize the cluster\u2019s main failure mode without being as model-specific as several others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Typo in cache strategy naming vs a SequenceFeatureExtractor padding performance issue; different code paths and symptoms." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup in model code vs a testing_utils bug; unrelated changes." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility failure vs a vague general claim that many models break; not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box output problem vs Qwen3.5 MoE from_pretrained failure; different model families and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility issue vs an import failure for Qwen3_5ForCausalLM; not the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer vs an AttributeError in _get_tied_weight_keys; different utilities and code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still mentioning pipeline() vs a scheduler keyword-argument bug; docs cleanup is not the same as runtime behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion around model.forward arguments vs an actual tokenizer loading regression; one is documentation, the other is behavior." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init vs degenerate training with flash_attention_3; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command vs lazy loading not working; unrelated command-line and loading bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation discussion vs Gemma4Audio positional encoding issue; no shared code path." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-key handling crash; different saving code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; too little evidence of the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug vs inverse_sqrt scheduler kwargs being ignored; unrelated functionality." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs inability to import Qwen3_5ForCausalLM; different surfaces and causes." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model/code paths: Qwen3VL timestamp logic vs GLM-5 RoPE implementation." + "reason": "Qwen3-VL timestamp calculation bug vs GLM-5 RoPE implementation discussion; separate model logic." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Unrelated areas: processor timestamp calculation vs scheduler keyword handling." + "reason": "Timestamp computation in a processor vs scheduler kwarg handling; no meaningful overlap." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf concern is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Removing import-star usage vs a VRAM leak in multi-threaded inference; unrelated problems." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating behavior and a dtype/transpose bug are different concrete problems." + "reason": "DeepSeek-V4 shared expert gating issue vs a `comb.to(...).transpose(...)` bug; different model internals." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward signatures is not the same as a model-loading regression." + "reason": "Documentation ambiguity in `forward` vs a model-loading regression for Llama 3.2; different categories." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and forward doc confusion are unrelated." + "reason": "Slow checkpoint loading vs confusing `forward` docs; one is performance, the other documentation." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to RoPE math in GLM-5." + "reason": "VRAM leak with multiple dataloader threads vs GLM-5 RoPE implementation; unrelated issues." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different architectures and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "GLM-5 RoPE implementation discussion vs Qwen3.5 MoE from_pretrained error; different models and fixes." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance has nothing to do with a VRAM leak bug." + "reason": "TF32 API settings migration vs VRAM leak in dataloader threads; not the same 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." + "reason": "Generic complaint that many models break vs a specific import failure for Qwen3_5ForCausalLM; too broad to be the same issue." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests are unrelated to timestamp computation." + "reason": "Network requests despite `local_files_only=True` vs incorrect timestamp calculation in Qwen3VL Processor; different behavior and components." }, { "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." + "reason": "Processor timestamp bug vs missing files on `processor.save_pretrained(...)`; separate processor-related failures." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug is unrelated to a multi-thread VRAM leak." + "reason": "Processor timestamp bug vs VRAM leak in dataloader threads; unrelated symptoms." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling is unrelated to Gemma-4 audio positional encoding." + "reason": "`torch.split()` return-value issue in GlmMoeDsaIndexer vs Qwen3.5 MoE from_pretrained error; different code paths." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and audio positional encoding are separate bugs." + "reason": "CPU offload device mismatch in CI vs Qwen3.5 MoE loading error; not the same underlying problem." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding do not match." + "reason": "MLA layer norm epsilon precision discussion vs Qwen3.5 MoE from_pretrained error; unrelated implementation details." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are different missing-symbol problems." + "reason": "Cannot import HybridCache vs cannot import Qwen3_5ForCausalLM; both are import errors, but they concern different symbols and likely different fixes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support gap is unrelated to a module import error." + "reason": "Flash Attention 2 unsupported for NemotronHForCausalLM vs an import failure for Qwen3_5ForCausalLM; different failure modes." }, { "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." + "reason": "General tokenizer behavior change from v4 to v5 vs wrong tokenizer decoder type; related area, but not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the unrelated/spurious 'Unemployment' title." + "reason": "Scheduler kwargs bug vs an obviously unrelated placeholder title; no duplicate signal." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated title do not indicate the same bug." + "reason": "Cache strategy typo vs unrelated placeholder title; no shared bug." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unrelated/spurious title." + "reason": "CLIPOutput attentions missing vs unrelated placeholder title; not a match." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the unrelated/spurious title." + "reason": "Python 3.14 loading failure vs unrelated placeholder title; not a duplicate." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." + "reason": "Tied-weight-key AttributeError vs chat template crash on tool-call assistant messages; different model formatting/saving paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." + "reason": "Missing `pad_token_id` on Llama4Config vs tied-weight-key crash; both are attribute errors but on different objects and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43572", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "954e428da656b98897903cb4714216bd2ff57db10c9b762a835a6e535af0cdd6", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 20, + "serialized_chars": 17139, + "estimated_input_tokens": 4285, + "estimated_eval_tokens": 8826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues across model loading, config typing, tokenizer warnings, training/runtime bugs, and inference features. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the clearest, most concrete bug report in the set: a version-specific from_pretrained failure for Qwen3.5 MoE with a well-scoped runtime symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is specific, actionable, and describes a concrete user-facing failure rather than a broad feature request or vague regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "One is a slow checkpoint load complaint; the other is an ImportError from a missing symbol. Different failure modes and code paths." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key handling." + "reason": "StableLmConfig missing pad_token_idx and a tied-weights AttributeError are unrelated configuration vs weight-tie bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support discussion is unrelated to missing processor.save_pretrained files." + "reason": "FP8 Qwen MoE inference support and processor.save_pretrained missing files are different feature/serialization problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting after training failure is unrelated to slow checkpoint loading." + "reason": "MLFlow not updating on failed training jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint-load slowness and tensor-parallel training bugs are different problems." + "reason": "Checkpoint load slowness and tensor-parallel training bugs do not share a concrete underlying bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request/bug is unrelated to a Qwen3.5 from_pretrained failure." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 inference support and the other is a from_pretrained error; not the same fix." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer-loading regression are not the same failure." + "reason": "Slow checkpoint loading and tokenizer loading regression are separate subsystems and symptoms." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and fp8 inference support are different feature areas." + "reason": "Continuous batching audio-model support is an inference pipeline feature gap, not FP8 Qwen MoE support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior is unrelated to RoFormer attention interface usage." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are distinct model implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint issue is not the same as tokenizer regex warning regressions." + "reason": "ModernBERT norm_eps type hint and tokenizer regex warning after 4.57.3 are unrelated; one is typing, the other is warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignore_value usage and loss-kwargs forwarding are different bugs." + "reason": "A Mask2Former ignore_value bug and kwargs not forwarded to loss calculation are different training-loss plumbing issues." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs forwarding is unrelated to attention-interface implementation." + "reason": "Loss kwargs propagation and RoFormer attention interface concerns are separate code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling does not match tokenizer regex warnings." + "reason": "Model ignore_value handling does not match tokenizer regex warning regressions." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss masking and RoFormer attention interface are unrelated." + "reason": "These are different model-specific implementation bugs with no clear shared root cause." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value handling is unrelated to the quantization-operation typo." + "reason": "Mask2Former ignore_value logic and a quantization-operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-kwargs forwarding and a config type-hint error are different issues." + "reason": "Missing loss kwargs and an incorrect type hint are not the same defect." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correction and a typo in quantization code are unrelated." + "reason": "Type-hint correction and a string/attribute typo in quantization code are separate changes." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm being RMS norm is unrelated to a ModernBERT type hint." + "reason": "A question about RMS norm semantics is not the same as a type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to a ModernBERT config annotation bug." + "reason": "Mask2Former runtime behavior and ModernBERT type annotation are unrelated." } ] }, @@ -17408,7 +17303,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "c6abf96d9482be0c3320abf3ecc7928fd23378bc66bba9058087d3a22d94e002", + "prepared_review_unit_hash": "d3845436de1156660fe220685c9190fbf4b51c42210ecf95caa87840ff9205f7", "component_budget": { "node_count": 3, "item_count": 3, @@ -17430,30 +17325,30 @@ "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.", + "summary": "These three issues are unrelated: token truncation behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word time offsets. They should not be treated as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "issue #10519 is the most concrete and well-scoped, but the items are not duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "10519 is the clearest standalone issue and the best single representative if one must be chosen.", + "best_issue_reason": "issue #10519 is the clearest, most actionable request; the other two are separate feature ideas in different areas.", "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." + "reason": "Truncation strategy for token sequences is unrelated to Wav2Vec2 word timestamp extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: token truncation direction vs a ReduceLROnPlateau-like scheduler API." + "reason": "Token truncation options and ReduceLROnPlateau-like scheduling are different features with no shared bug." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and problem statements; no shared underlying bug or change." + "reason": "Learning-rate scheduling functionality is unrelated to Wav2Vec2 time-offset requests." } ] }, @@ -17485,12 +17380,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "d50f6ab3e5bbc5dffd1074a4acf87950ac6c2f4f3e0ed2a500142768a256f324", + "prepared_review_unit_hash": "458f54631d1a1979b628d16a54a65996639ad80f865fe99d9b92c16ef2e2fb60", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17498,7 +17393,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17507,24 +17402,24 @@ "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.", + "summary": "These issues are not a true duplicate cluster. Two are about model loading/download behavior, but one is about tokenizer parity for TAPAS and the other is about a private-model auth error message; neither matches the bert-base-uncased loading report closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 16618 is the broadest and most central of the three, since it concerns model loading itself, but it is still not a clean umbrella for 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_issue_reason": "16618 is the best representative only in a loose sense because it is the most general user-facing failure in the set and has the most discussion.", "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." + "reason": "Different problems: TAPAS tokenization parity vs inability to load bert-base-uncased. They affect different code paths and would not be fixed by one change." }, { "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." + "reason": "15980 is about an incorrect error message when downloading a private model without login; 16618 is about failing to load a public model. Related area, but not the same underlying bug." } ] }, @@ -17554,12 +17449,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "e20969b9c7e2af904f636ad6e4b4a5b4be62fe777d516290ad6aa3bb21d2c2c8", + "prepared_review_unit_hash": "ec5f5483f70c24a2f919f2dec45610de01631b6442e4ab33bd940578b9d1d5d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17567,7 +17462,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17576,18 +17471,18 @@ "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.", + "summary": "These are both broad community-contribution feature requests, but for different capabilities: Flash Attention 2 support vs GGUF support. They are related only at the template/category level, not the underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the two issues request different features and would require unrelated implementation work.", "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_issue_reason": "If a representative issue is needed, #26350 is slightly better as the more established and more discussed request, but it is not a duplicate of #33260.", "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." + "reason": "Different feature requests for different support targets (Flash Attention 2 vs GGUF); not the same underlying bug/change." } ] }, @@ -17646,76 +17541,76 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "cbe38b0d0e992ebd67efb4933611ef2a9214a4ffc1e93c8e94104fa4b69bf58c", + "prepared_review_unit_hash": "340936a47e1a1f475a31e9c004d30759c8896a215f97b77fec21f5b19abc2746", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "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.", + "summary": "Mostly locale-specific doc-translation requests, so the cluster is not one duplicate set; the only clear duplicate-looking pair is the identical Thai issue pair.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical: Turkish, Spanish, Romanian, and the placeholder-language issues are separate translation requests. If deduping the one exact duplicate pair, issue:46222 is the better canonical because it is earlier and still open.", "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_issue_reason": "Issue:46222 is the best representative only for the exact duplicate pair, since it is the earlier open copy with the same Thai title/body as 46226.", "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." + "reason": "Different translation requests; same template style does not make Turkish the same as another locale." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation request/language; same broad docs-translation theme only." + "reason": "Different locale targets; these are separate doc-translation requests, not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request versus placeholder/template issue; not the same underlying task." + "reason": "Distinct language-specific translation request, 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." + "reason": "Turkish vs Romanian are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language (Turkish vs Spanish), so these are separate issues." + "reason": "Turkish and Spanish translation requests are different issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request does not match the placeholder/template issue." + "reason": "Spanish request is separate from another locale-specific translation issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request; too broad a match." + "reason": "Different language targets; not the same request." }, { "left": "issue:28936", @@ -17727,103 +17622,103 @@ "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request; not the same concrete task." + "reason": "Separate locale-specific translation requests, not one bug/change." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request versus placeholder/template issue; not a true duplicate." + "reason": "Romanian request and the placeholder-language issue are not clearly the same translation task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language request; same subsystem only." + "reason": "Different locale requests; same broad subsystem is not enough." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request does not match the placeholder/template issue." + "reason": "These are separate language translation requests, not duplicates." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/title content; not the same underlying issue." + "reason": "Romanian translation request and the Thai request are different issues." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/title content; not the same underlying issue." + "reason": "Romanian and Thai translation requests are distinct." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder title/body pattern; looks like a duplicate copy of the same translation request." + "accept": false, + "reason": "Placeholder titles likely correspond to different languages; not enough evidence of the same request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same placeholder title/body pattern; likely the same underlying request duplicated." + "accept": false, + "reason": "These appear to be different locale translation requests." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Title/body pattern differs materially; not the same request despite i18n similarity." + "reason": "No evidence these are the same language or the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Title/body pattern differs materially; not the same request despite i18n similarity." + "reason": "Different translation requests; do not merge on template similarity alone." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder title/body pattern; likely duplicate reports of the same issue." + "accept": false, + "reason": "Likely different locale requests despite identical template wording." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title/body content; not the same concrete request." + "reason": "Separate translation tasks for different languages." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title/body content; not the same concrete request." + "reason": "Separate translation tasks for different languages." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different language/title content; not a mergeable duplicate." + "reason": "Different locale requests; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different language/title content; not a mergeable duplicate." + "reason": "Different locale requests; not the same underlying issue." }, { "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." + "reason": "Same Thai title/body and near-duplicate timestamps; this looks like the same translation request duplicated." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the Thai pair (46222/46226) as the only clear duplicate-looking pair, and it avoids overclaiming duplicate status for the locale/template translation requests where the packet only shows soft similarity. The canonical choice of 46222 as the earlier open copy is supported by the timestamps and states." }, "evaluator_used": true, "retried": false, @@ -17899,250 +17794,262 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "32fbee3f1e638f2e61bdb2619780d58f85f8a6c21ed9e3d4484b22cf37cf1158", + "prepared_review_unit_hash": "83a51dcb254da1e846308f2432935626f63b3e1a7098b73eb3d5681fe67e9129", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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.", + "summary": "This cluster is a loose collection of model-request issues across different model families and modalities (text, audio, vision). They are related by topic, but they are not duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "EuroBert config and DEIMv2 are different model additions with different architecture/config needs." }, { "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." + "reason": "EuroBert is a text encoder model request; Qwen3-TTS is an audio generation support request." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model additions: EuroBert config vs RF-DETR." + "reason": "EuroBert and RF-DETR are unrelated model families (BERT-style encoder vs detection model)." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different model requests with different code paths." + "reason": "RF-DETR and DEIMv2 are distinct detection/vision model requests, not the same fix." }, { "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." + "reason": "RF-DETR is a vision detection model; LFM2.5 Audio 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." + "reason": "RF-DETR and a weight-sparse transformer are different model types and implementation paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different modalities." + "reason": "RF-DETR is vision detection; Qwen3-ASR is speech recognition support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + "reason": "RF-DETR and Qwen3-TTS target unrelated modalities and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions, not one underlying bug." + "reason": "NeoBERT and Qwen3-ASR are different model requests with different architecture assumptions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and circuit-sparse transformer support are separate requests." + "reason": "NeoBERT is a BERT-like text model; circuit-sparsity is a sparse-transformer request." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model; LFM2.5 Audio 1.5B is an audio model." + "reason": "NeoBERT and LFM2.5 Audio are unrelated text vs audio model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT do not share the same underlying bug or implementation change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not the same change." + "reason": "NeoBERT and ModernVBERT are different model families; both are additions, not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model targets." + "reason": "MiniCPM3 architecture and Qwen3-ASR are separate model support requests in different domains." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparse transformer support are unrelated requests." + "reason": "MiniCPM3 support is not the same change as adding a weight-sparse transformer model." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + "reason": "MiniCPM3 and ModernVBERT are different model architecture requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model additions (text/LLM vs audio TTS)." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are separate model support requests." + "reason": "DEIMv2 and Qwen3-TTS are different modalities and would require separate implementations." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT models and Qwen3-ASR are different model-support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated support requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated text vs audio model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are not the same concrete change." + "reason": "ModernVBERT is a concrete model request; BERT-like models with RoPE is a broad architectural class, not the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "RoPE-related BERT-like models and Voxtral TTS support are different requests." + "reason": "BERT-like RoPE models and Voxtral TTS concern different model types and code paths." }, { "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." + "reason": "Qwen3-TTS and Qwen3-ASR are related by prefix but represent different tasks and fixes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model support requests." + "reason": "Qwen3-TTS and Voxtral TTS are both audio-related but for different models and implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests with different code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities (speech vs OCR/vision)." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS model support and weight-sparse transformer support are unrelated changes." + "reason": "Qwen3-TTS support is not the same as adding a sparse transformer model." }, { "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." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model support requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech/audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different models and different problem statements." + "reason": "Qwen3-ASR and EUPE are unrelated audio vs perception-encoder model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model support and circuit-sparse transformer support are unrelated." + "reason": "Qwen3-ASR support is not the same underlying change as sparse-transformer support." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and model classes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families; one is audio, the other is a text-related request." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer support and EUPE model support are not the same underlying change." + "reason": "A sparse transformer request and EUPE are not the same code-path change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are separate speech-model requests." + "reason": "Qwen3-ASR and Voxtral TTS are separate audio model support requests, not one merged fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral TTS target unrelated text vs audio model implementations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 target different model types and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and model support paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests; not one duplicate change." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests from different authors and model families." } ] }, @@ -18172,7 +18079,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "c8a6a2339da146346c5e9086d8d5674ec7bce39a75262e18ac51022a6b431d58", + "prepared_review_unit_hash": "56a055dcff0371a6de165fa7aaede292ab68887bc94752be1a627460453569bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18194,18 +18101,18 @@ "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.", + "summary": "The two issues are unrelated: one is a documentation request about adding `pruna` as an optimization framework, and the other is a vision RoPE refactor. There is no duplicate cluster here.", "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_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different topics and artifact types of work: a docs add-on request versus a vision model refactor. They do not describe the same underlying bug or change." } ] }, @@ -18235,7 +18142,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "3330c50d98c1b268c4aec5464fecb2881a1a8bc064dc673bc3f03a0ba3b92016", + "prepared_review_unit_hash": "2ddf0da63bbb46bb90d5ebb71a8124851078c345d93b12a4cc0d129ec9d6129c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18257,18 +18164,18 @@ "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.", + "summary": "These two issues are unrelated: one is about block decoding behavior, the other requests support for a specific model/version (DeepSeek v3.2).", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; they describe different feature/bug areas with no shared targets or evidence of the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single canonical issue is appropriate because the topics are distinct and do not appear to be duplicate reports.", "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." + "reason": "Different subjects: decoding implementation vs model support request. No shared filenames, targets, or concrete overlap indicating the same underlying bug/change." } ] }, @@ -18298,12 +18205,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "b5cfe43710aa6bbd193ef8da385a0564046de5d7bd1bca42aceb7c903eeafc4c", + "prepared_review_unit_hash": "5322125063dc67d6131217613c5a62c6cac0ea47742ab0661d20190d354531a0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18311,7 +18218,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18320,18 +18227,18 @@ "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.", + "summary": "Both issues mention custom trainers, but they address different behaviors: one is about `remove_unused_column` customization in `Trainer`, and the other is about FLOPS estimation for custom trainers. They are related in theme but not duplicates.", "confidence": 0.93, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #43598 is the more concrete Trainer customization request and centers on a specific code path (`remove_unused_column`).", "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_issue_reason": "#43598 is the best representative because it is narrowly scoped and directly tied to a specific Trainer behavior that can be changed independently.", "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." + "reason": "Shared mention of custom trainers is too broad; one issue is about column pruning in `Trainer`, the other about FLOPS accounting. They do not appear to describe the same underlying bug or change." } ] }, @@ -18361,7 +18268,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "9e5a694d165f33e40bc78fbd7a2f6cb657230654c17f13fbe0b68a1ae333d8d8", + "prepared_review_unit_hash": "714e86239e7fb18a61941ab01cdc67d4be7e9839d1b00af54cdbba3a2ef6badf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18383,18 +18290,18 @@ "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.", + "summary": "These are related only at a very broad level (Qwen/AutoModel support) but they target different models and different capabilities: Qwen3-Omni registration vs. Qwen3.5 sequence-classification support.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more general AutoModel/AutoModelForConditionalGeneration registration request and is the better representative of the cluster.", "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_issue_reason": "Issue 43684 is the best issue anchor because it describes a concrete registration gap with a broader scope than the narrower Qwen3.5 sequence-classification request.", "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." + "reason": "Different underlying requests: one is Qwen3-Omni model registration for generic generation auto classes, the other is Qwen3.5 AutoModelForSequenceClassification support. Same family, but not the same bug/change." } ] }, @@ -18431,12 +18338,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "ccd5951031165d952db16898a902f1abbea78ae8010558c2efbdd6f8bb56d176", + "prepared_review_unit_hash": "b75c7276d26113350a0e04c0f9371cbab3e12cd947f1bd2afdf26183550e5530", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -18444,7 +18351,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -18453,57 +18360,54 @@ "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.", + "summary": "The cluster appears to be a set of low-information issue duplicates with generic or near-identical titles, but there is not enough body/detail evidence to confidently merge any pair.", + "confidence": 0.42, + "canonical_issue_reason": "Issue #43845 is the earliest of the clearly overlapping 'huggingface' issues and is as representative as the others given the lack of substantive detail.", "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_issue_reason": "Issue #43845 is the best anchor for the cluster because it is the earliest near-duplicate title and has no evidence making it less representative than #43846 or #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." + "reason": "Titles are too generic and there is no body/detail evidence showing the same underlying bug or request." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no body text is available to confirm a shared bug." + "reason": "Only soft title similarity is present; no concrete shared problem is described." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no concrete evidence of the same problem." + "reason": "Insufficient information beyond vague title similarity to treat these as duplicates." }, { "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." + "reason": "Near-identical titles alone are not enough without a shared concrete issue description." }, { "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." + "reason": "No substantive evidence beyond the repeated generic title." }, { "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." + "reason": "The items look similar superficially, but the available data does not confirm the same underlying issue." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18538,88 +18442,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0baabd84af7d3d74e761f52e4297e9311d7b2a0067692be12384e8065da589a0", + "prepared_review_unit_hash": "39f34c273925ef0b589e1d5698109b8fa1ce3c4a430a90762e8c406257cd70f4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-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.", + "summary": "This cluster looks like unrelated spam/placeholder issues with no substantive body text, explicit targets, or shared concrete bug. None are good duplicate candidates; all soft links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are generic spam/placeholder reports with no actionable problem statement to unify around.", "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_issue_reason": "No issue is a strong global best; each entry is too vague and non-technical to serve as a meaningful duplicate anchor.", "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." + "reason": "Both titles are just '' and provide no concrete shared bug or feature request beyond generic spam labeling." }, { "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." + "reason": "Both are spam placeholders with no body detail; identical generic titles are not enough to infer the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Different topics: placeholder spam vs documentation suggestion." + "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and describe different kinds of low-signal content, not one bug." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." + "reason": "A spam placeholder is not the same underlying issue as 'Check out \"Google LLC\"'; no concrete shared problem is visible." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and placeholder spam are not the same underlying issue." + "reason": "A documentation-suggestion placeholder and a spam placeholder are not clearly the same defect/change request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request and placeholder spam are not the same underlying issue." + "reason": "Both are low-information, but the titles do not establish a single underlying issue or duplicate report." }, { "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." + "reason": "Identical generic spam titles are insufficient evidence of the same underlying bug or change request." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." + "reason": "The titles point to different spam-like content with no shared concrete issue description." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different topics: placeholder spam vs a Google LLC\u2013titled post." + "reason": "There is no evidence these are the same underlying report; the titles are unrelated and too vague." } ] }, @@ -18649,12 +18553,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "80e99cfcc22cd761ea87cde60335029807b580d4b0a8a3b103a2be1ed2d22e07", + "prepared_review_unit_hash": "f372737fbb3182c420045dcb0c01d2d40ead99e7068291acfd49f6cba76a9549", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18662,7 +18566,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18671,27 +18575,27 @@ "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.", + "summary": "The two issues appear to be near-exact duplicates: same title, similar body size, and no distinguishing metadata. They should be clustered together as the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is a clean canonical choice because it is effectively identical to #45151 and was created slightly earlier.", "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_issue_reason": "Issue #45145 is the best representative since it appears to be the same report as #45151 and is the earlier submission.", "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." + "reason": "Exact same title and very similar body length with no other differentiating evidence; this looks like a duplicate issue." } ] }, "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\")." + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, very similar body lengths, and no stronger contrary evidence in the provided metadata. The soft-edge acceptance is conservative enough for a duplicate-issue cluster." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18769,7 +18673,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "fdc742f49ab5ad4b0c7f4f48d9a3238d539ff137e5cc8ba39cda64ec6edcdc5f", + "prepared_review_unit_hash": "fa234b4a83d05be4e495ef1b9c2e4ca808730a805209d720a3d1db1a3f2bd4c5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18791,18 +18695,18 @@ "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.", + "summary": "These are two separate 4-bit inference bugs in nearby areas, but they do not look like duplicates: one is a torch.finfo/uint8 audio-module failure, the other is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate: issue 45672 is a torch.finfo/uint8 audio-module failure, while 45674 is a BitsAndBytesConfig regression where llm_int8_skip_modules clears the default lm_head exclusion and triggers an AssertionError.", "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_issue_reason": "45674 is the cleaner representative issue because it states a concrete config regression and failure mode; 45672 is a separate, more niche audio/NF4 dtype path.", "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." + "reason": "Different underlying bugs and code paths: TypeError from torch.finfo on uint8 audio-module weights vs AssertionError caused by skip_modules clearing the default lm_head exclusion. Similar 4-bit context is not enough to merge them." } ] }, @@ -18832,40 +18736,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "3f61a3d834af9dd3320ffd742874aaef0054353b114235d905f9bd1d5b2c7ca2", + "prepared_review_unit_hash": "4e99415bcf748447cfa39afea866b3e1dda62c6dcfc583653a76bd59877af0d5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "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, + "summary": "These two closed issues are not duplicates; they are unrelated low-signal items with different personal names/dates and no shared technical context.", + "confidence": 0.99, "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_issue_reason": "Neither issue is a good canonical representative because there is no underlying shared bug or feature request; they appear unrelated.", "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." + "reason": "Same broad pattern only via superficial text similarity; the titles refer to different people and dates, with no shared problem description, code path, or explicit linkage." } ] }, @@ -18895,40 +18799,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "11e061e98ce0201a5c5a7620a5dc60be863cbd0d3480f2cb3b8904562710efcd", + "prepared_review_unit_hash": "caad7aebb56acebfc3af9cb7ae445b74360c96ec8c1154e179fdc0573915bf59", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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.", + "summary": "The two closed issues appear unrelated and contain no technical description or shared context; they look like separate low-information entries rather than duplicates of the same bug.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication purposes; neither issue is a representative duplicate of the other.", + "best_issue_reason": null, "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." + "reason": "Different personal-name/date titles with no body, filenames, targets, or technical details; no evidence they describe the same underlying issue." } ] }, @@ -18958,7 +18862,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "f080297727c84030c3f668dca8182958549ced49e6346fdedd03a872ce902233", + "prepared_review_unit_hash": "dc59f1357440f1073fb223b727e55f7db60baaabe258bb801198f345327260a4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18980,7 +18884,7 @@ "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.", + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They affect different features and code paths.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18991,7 +18895,7 @@ "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." + "reason": "Different underlying requests: model-class support for Qwen3_5 token classification vs. training-time FP8 support. They do not describe the same bug or change." } ] }, @@ -19031,12 +18935,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "e8ca88cbd7492f5d6c93c86f6148fc3885b5f8ca41fe31c62788450783d54d50", + "prepared_review_unit_hash": "7f29f841d935d9bce397e6a31ba8d59082dd98da3a5904310e240daa3626ddf0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19044,7 +18948,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19053,69 +18957,69 @@ "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.", + "summary": "The set splits into two exact duplicate pairs\u201445870/45871 and 45872/45873\u2014while 45869 is a separate dataset/sample request and the cross-pairs are only topical financial-data similarity, not the same issue.", + "confidence": 0.96, + "canonical_issue_reason": "45872 is the strongest anchor here: it is the most detailed, concrete report and 45873 is an exact duplicate, making 45872 the clearest representative issue in the set.", "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_issue_reason": "45872 is the most actionable and specific issue overall; the other near-matches are either a separate duplicate pair or only loosely related.", "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." + "reason": "Different asks: dataset bundle/sample offer vs. a financial time-series prediction example." }, { "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." + "reason": "Different asks: dataset bundle/sample offer vs. a financial time-series prediction example." }, { "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." + "reason": "Same title and apparent body content; clear duplicate." }, { "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." + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." }, { "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." + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Overlapping domain only; the requests are substantively different." + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Overlapping domain only; the requests are substantively different." + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." }, { "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." + "reason": "Same title and apparent body content; clear duplicate." } ] }, "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." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it only marks the two exact-title/jaccard-1.0 pairs as duplicates, treats the cross-pairs as merely topical similarity, and does not overstate evidence. The canonical issue choice is also supportable from the titles and body-length differences." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19139,40 +19043,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "dc69c3db4b5a923c73392bde7acfb4997b4fb39c63fac88ecb9052d3743da3f4", + "prepared_review_unit_hash": "8df69b07e52e02690549bb67f61b41a4c0da862d2f24ff43c266df60b60499d0", "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": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues 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.", + "summary": "Both issues involve static cache and linear-attention, but they describe different observed failures: one is shape corruption leading to a RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention`. They may be related, but the evidence is not strong enough to treat them as the same underlying bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a more general mechanism (`early_initialization` corrupting linear-attention layers) rather than a model-specific symptom.", "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_issue_reason": "Issue 46439 is the best representative of the cluster since it frames the broader static-cache/linear-attention defect and likely covers more downstream reports.", "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." + "reason": "Do not merge: the titles point to different concrete failures (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there is no explicit shared fix or code path shown." } ] }, @@ -19202,7 +19106,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "c292687dcd59cfaa953b8f2056fd4f66edbff836ed05ad0b1fc0b193205cd091", + "prepared_review_unit_hash": "b4bc4e80c22edc58d232e2eced654ed55789f55633e5af8bbc83efd41ba16c09", "component_budget": { "node_count": 2, "item_count": 2, @@ -19224,27 +19128,27 @@ "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.", + "summary": "The two issues are effectively exact duplicates: same title, same body size, and matching soft-similarity evidence. The open issue is the better cluster representative for ongoing tracking.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open and can serve as the active tracking item for this exact duplicate report.", "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_issue_reason": "Issue #46552 best represents the cluster since it is open and identical in content to #46551.", "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." + "reason": "Exact same title and effectively the same report; these are duplicates describing the same tokenizer bug." } ] }, "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." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the two issues have identical titles, identical body_length, and a soft_similarity link with jaccard 1.0. Choosing the open issue as the canonical tracker is conservative and reasonable." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19279,8 +19183,8 @@ ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", @@ -19298,12 +19202,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "5a1525a50e0bf2f340854266cb1106d63bd6a235b409d6ba406bc6a36bbc9a24", + "prepared_review_unit_hash": "db01b834dc24e83ae3fa91e10850aae1f64554bc91b90e56a9e513c9e2401ed1", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38087, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19311,7 +19215,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38087, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19320,132 +19224,132 @@ "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, + "summary": "This cluster is mostly unrelated PRs spanning new-model additions, docs, tokenizer/processor tweaks, and model refactors. The only true duplicate-like pair is the two `fixed_cross_entropy` changes that both add `weight` and `label_smoothing` support in the same file; those should be grouped together. All other soft links are too broad to merge as duplicates.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR: it makes the same concrete `fixed_cross_entropy` fix, has the explicit tracking issue link, and is the clearer, more complete representation of the change. `43254` is a near-duplicate variant of the same edit.", "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.", + "best_pr_reason": "`pull_request:43251` is the strongest representative of the only true duplicate pair and is the most suitable global PR anchor because it has the issue reference and the clearest intent. The rest of the PRs are unrelated to this loss-function 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." + "reason": "Unrelated PRs: VideoPrism model addition vs. ExecuTorch export test; different code paths and goals." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API fix vs. adding MobileLLM; unrelated artifacts." + "reason": "Tokenizer method addition vs. exportability test; no shared underlying bug or change." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing-methods patch vs. Executorch export test; different subsystems and problems." + "reason": "Mistral tokenizer methods vs. adding MobileLLM; unrelated model areas." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-instantiation robustness vs. new model implementation; not the same change." + "reason": "Processor robustness changes vs. adding MobileLLM; same broad library, but not the same fix." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs. MobileLLM model addition; unrelated." + "reason": "Loss-function kwargs support vs. adding MobileLLM; completely different subsystems." }, { "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." + "reason": "Loss utility change vs. Mistral4 test/model work; unrelated changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test vs. Mistral4 test fixes; different code paths and goals." + "reason": "ExecuTorch dynamic-shape test vs. Mistral4 fixes; not the same concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test vs. MobileLLM model addition; unrelated." + "reason": "Dynamic export test vs. new MobileLLM model support; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs. config-resolution ordering fix; no duplicate underlying issue." + "reason": "Model addition vs. class config resolution fix; no common code path." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model scaffold vs. Falcon output-interface refactor; different models and changes." + "reason": "MobileLLM model addition vs. Falcon output-interface refactor; unrelated." }, { "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." + "reason": "Falcon refactor vs. model-creation skill PR; not mergeable as one concrete fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor vs. Mistral4 tests; unrelated." + "reason": "Falcon standardized-output refactor vs. Mistral4 test/model changes; different problems." }, { "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." + "reason": "Mistral4 test/model work vs. `layrnorm` renaming fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs. chat-parsing serve update; unrelated." + "reason": "Mistral4 fix vs. chat parsing overhaul; different subsystems and purposes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs. TDT loss kernel integration; different features and code paths." + "reason": "Mistral4 work vs. TDT loss kernel integration; unrelated change sets." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs. class config-resolution fix; unrelated." + "reason": "Mistral4 test/model updates vs. config resolution order fix; not the same underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs. model-creation skill draft; not the same change." + "reason": "Model changes vs. repo skill/documentation PR; no shared bug or code path." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs. new-model skill draft; tooling/documentation versus model implementation." + "reason": "MobileLLM model addition vs. model-creation skill/documentation; not a duplicate change." }, { "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." + "reason": "Both patches modify `fixed_cross_entropy` in the same file to pass `weight` and `label_smoothing` through to `nn.functional.cross_entropy`; they address the same concrete bug 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." + "feedback": "The summary is grounded in the packet and stays conservative: the only mergeable duplicate pair is the `fixed_cross_entropy` change in `pull_request:43251` and `pull_request:43254`, which share the same file, the same issue target, and the same concrete fix. The other soft links are correctly treated as unrelated or too broad to merge into one bugfix PR." }, "evaluator_used": true, "retried": false, @@ -19472,7 +19376,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "0ff6632ca83883c2765746055ad5d1b508a80df6242667ad0f02d868e439b57d", + "prepared_review_unit_hash": "7115251010116f4125f1b73727b3bb7460cd03b737a48b324e766c2c6233c426", "component_budget": { "node_count": 2, "item_count": 2, @@ -19494,18 +19398,18 @@ "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, + "summary": "Both PRs are about VibeVoice, but they target different scopes: #40546 is the core VibeVoice implementation, while #42781 adds a separate realtime/acoustic-tokenizer extension. They overlap on shared model scaffolding, but they are not the same concrete change and would not naturally merge into one PR.", + "confidence": 0.86, "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.", + "canonical_pr_reason": "#40546 is the better canonical PR because it appears to be the primary, self-contained implementation of VibeVoice. It is broader and more central than the draft realtime follow-up.", "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.", + "best_pr_reason": "#40546 is the best PR for the cluster because it represents the base VibeVoice codepath and is the clearest standalone implementation; #42781 is a draft extension focused on realtime support and an additional acoustic tokenizer.", "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." + "reason": "Reject: shared VibeVoice files indicate related work, but #42781 adds realtime-specific functionality and an acoustic tokenizer on top of the base implementation. They do not look like the same underlying change or a single mergeable fix." } ] }, @@ -19535,7 +19439,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "e3ccbf8304a51deef71cafd75a120b5a74df652f6a6f28f6695facf9895328f8", + "prepared_review_unit_hash": "e54a7928c93e94591c20dd4cf2abce583b5f437f140b9eaef08b231143178c86", "component_budget": { "node_count": 2, "item_count": 2, @@ -19557,18 +19461,18 @@ "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, + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, "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.", + "canonical_pr_reason": "Neither PR is a better canonical duplicate target because they address completely different code paths and model areas.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global canonical choice because they solve different problems in different subsystems.", + "best_pr_reason": "No single PR stands out as a canonical representative since the changes are unrelated and not duplicates.", "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." + "reason": "Different models, different functionality, and different implementation surfaces. One adds covariate forecasting for TimesFM; the other adds image classification support for DINOv3. They are not the same underlying change and could not plausibly be merged into one PR." } ] }, @@ -19663,12 +19567,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "479509714039c0b8445741c4c12d445b7368f84a17c00a71dbfa69535a0e087e", + "prepared_review_unit_hash": "215b3bc25c6a5d9931479c67bbce2af511b5d2885257d945a7fb85468299c268", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19676,7 +19580,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19685,24 +19589,24 @@ "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.", + "summary": "All three items are separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with overlapping integration scaffolding but different model-specific code and docs. They should not be deduplicated together.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45630 is the best representative only in the sense that it is the most substantial and mature of the three (highest review activity, broader integration surface), but it still describes a distinct model addition rather than a duplicate of the others.", "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.", + "best_pr_reason": "PR #45630 has the strongest evidence of completeness and engagement, with many review comments and a broad set of model/auto/doc/test updates; however, it is still not a duplicate of the other two because the concrete model and code paths are different.", "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." + "reason": "Both are new-model PRs and share generic Transformers integration files, but they add different models (DeepSeek OCR vs Isaac) with distinct configs, processors, and tests; not the same underlying 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." + "reason": "These are separate model onboarding PRs for Isaac and Kimi2-6. Shared auto-registry/docs plumbing is expected, but the model-specific code paths, filenames, and intended behavior are different." } ] }, @@ -19732,7 +19636,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "ff308a5c5820712c501943a5e2df20b3e070b2633bcdf3c882ddd09d84df256f", + "prepared_review_unit_hash": "3a162837f631195d48b082264ff1c8e72233f36d588908268f064a7799406aa5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19754,18 +19658,18 @@ "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, + "summary": "These are two separate maintenance PRs: one upgrades checkout/cache/upload-artifact and related workflow actions for Node 24 compatibility, while the other upgrades docker/build-push-action and a different set of workflow actions. They overlap in general theme but not in the same concrete change.", + "confidence": 0.96, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 42975 is the better representative of the cluster only because it is the broader GitHub Actions compatibility update, but it is not a duplicate of PR 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." + "reason": "Both are workflow dependency bumps, but they update different action families and address different maintenance changes. They do not look like the same underlying bug or a single PR that could plausibly subsume both without becoming a broader release-level upgrade." } ] }, @@ -19804,76 +19708,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "5e57563052ddab504badbfd7ab313987aa09803afc2ca02683a9297369d62d24", + "prepared_review_unit_hash": "8ed0d095701462e11a92a606554e7d71f97c83f496e83f8d6e592148ee2faee3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17304, - "estimated_input_tokens": 4326, - "estimated_eval_tokens": 8908 + "serialized_chars": 17510, + "estimated_input_tokens": 4378, + "estimated_eval_tokens": 9012 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17304, - "estimated_input_tokens": 4326, - "estimated_eval_tokens": 8908 + "serialized_chars": 17510, + "estimated_input_tokens": 4378, + "estimated_eval_tokens": 9012 }, "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.", + "summary": "These are five unrelated model-addition PRs. They share boilerplate Hugging Face patterns like docs toctree and auto-registry edits, but each introduces a different model family and code path (ViT NEPA, Molmo, Molmo2, CTSM, Step3.7 Flash). None looks like a true duplicate of another.", "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": null, "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." + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared registry/docs changes are boilerplate, not the same fix or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model additions with different files and codepaths." + "reason": "Different model families: ViT NEPA and Molmo2. No shared concrete code-path problem; overlap is only generic model-registration work." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model introductions." + "reason": "Unrelated additions for ViT NEPA and CTSM. Similar support files do not indicate the same underlying change." }, { "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." + "reason": "Molmo and Molmo2 are distinct model releases with separate configs, processors, and tests; not mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different models; overlap is only in generic integration plumbing." + "reason": "Molmo vs CTSM are unrelated model additions. Similar auto/docs edits are insufficient to treat them as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different model-specific files." + "reason": "Molmo2 and CTSM address different models and code paths; they only coincide on generic integration scaffolding." }, { "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." + "reason": "CTSM and Step3.7 Flash are different model integrations in different domains; shared auto-mapping/docs changes are not enough to merge them." } ] }, @@ -19895,17 +19799,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-6", + "cluster_id": "cluster-43291-5", "nodes": [ "pull_request:43291", "pull_request:43665", "pull_request:44815", "pull_request:46380", - "pull_request:46539", - "pull_request:46541" + "pull_request:46539" ], "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", @@ -19916,94 +19818,88 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "4ec9774fbcc931dea0c9b92fbed5fb6b46f3f1abaa39e16bbe7f74a93becde26", + "prepared_review_unit_hash": "c30f14bc64f152e56686936a6e77366d7797a4dcfbbda8cdff43cf617514f6c9", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 10, - "serialized_chars": 16420, - "estimated_input_tokens": 4105, - "estimated_eval_tokens": 8466 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 14126, + "estimated_input_tokens": 3532, + "estimated_eval_tokens": 7320 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 10, - "serialized_chars": 16420, - "estimated_input_tokens": 4105, - "estimated_eval_tokens": 8466 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 14126, + "estimated_input_tokens": 3532, + "estimated_eval_tokens": 7320 }, "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, + "summary": "This cluster is mostly unrelated PRs that all have superficial title/file similarity. The only substantive code fixes are in different areas, and the test-only PRs are clearly not duplicates of each other or of the code fixes.", + "confidence": 0.69, "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.", + "canonical_pr_reason": "PR 46380 is the strongest canonical anchor: it contains an actual production bug fix in generation config validation (plus related generation-path updates and tests), unlike the mostly test-only or unrelated PRs.", "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.", + "best_pr_reason": "PR 46380 is the best overall representative because it fixes a concrete runtime bug in core generation behavior and is more substantive than the other candidates.", "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." + "reason": "Whisper tokenizer logic vs. CLIP/ViT test edits; only superficial test-related similarity, not the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding vs FP8 dequant/loading changes; unrelated code paths." + "reason": "Whisper decode fix and FP8 dequant fix are unrelated code paths in different subsystems." }, { "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." + "reason": "Whisper tokenizer change versus generation watermarking/config validation fix; different underlying problems." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to PhiMoE integration-test changes." + "reason": "Both are test changes, but they target different models and different failure modes; not mergeable as one fix." }, { "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." + "reason": "Dummy test assertions in CLIP/ViT are unrelated to the FP8 dequant bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different areas: vision-model tests vs generation config validation." + "reason": "CLIP/ViT test noise is unrelated to the generation config/runtime bug fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequant fixes are unrelated to PhiMoE integration-test setup." + "reason": "FP8 kernel/dequant changes 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." + "reason": "Both touch core/integration code, but they fix different concrete issues in different execution paths." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and PhiMoE test setup are unrelated changes." + "reason": "Generation watermarking/config fix is unrelated to PhiMoE test environment handling." } ] }, @@ -20033,12 +19929,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "ca0f8165a4514f27d196b5ae4e5885ff7278d36290b527e9de26d8c6988f1cf6", + "prepared_review_unit_hash": "e7bc2edc6d27d509fc87eda48127b0dc7233c478914836dffa4ac1d79bf294fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20046,7 +19942,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -20055,18 +19951,18 @@ "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, + "summary": "Two open '[don't merge]' pull requests with unrelated maintenance/test changes: one bumps version/deps and tweaks a Vit test, the other rewrites several CI/workflow files and test utilities. They are not the same underlying fix.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR #43532 is the broader, more representative change set in this cluster; it touches the CI/workflow path rather than a narrow setup/version tweak.", "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.", + "best_pr_reason": "Neither PR is a strong canonical merge target because both are intentionally non-mergeable test/demonstration PRs, but #43532 is the more substantial artifact overall.", "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." + "reason": "The PRs change different code paths: #43488 is a setup/version/dependency + Vit test tweak, while #43532 modifies CI workflows, testing utilities, and related tests. Shared test filename alone is not enough to treat them as one fix." } ] }, @@ -20096,12 +19992,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "15977da8af6d1b430646a508c8d08520378e3748e08db4cce1e3da75e8359191", + "prepared_review_unit_hash": "96cdaf53f16f0742f8b98184fd024e8516cdb941876f4a849858d1c91f944475", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20109,7 +20005,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20118,18 +20014,18 @@ "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, + "summary": "Distinct PRs for two different segmentation pipelines; they share docs/registry scaffolding but do not implement the same feature or fix the same code path.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No canonical PR: PR 43612 adds promptable concept segmentation, while PR 43613 adds promptable visual segmentation; they overlap in plumbing but target different pipelines/models.", "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.", + "best_pr_reason": "Neither is a strong global duplicate representative because they address different features rather than one concrete fix.", "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." + "reason": "Different pipeline additions (concept vs visual segmentation) with shared boilerplate only; not the same underlying change." } ] }, @@ -20159,7 +20055,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "09bdb7f0bd9343f2826bb988ef8c401fd08d7cf33c399ec623b675a316c91086", + "prepared_review_unit_hash": "addfb69eb306a956d15c2168558c761bfa69df716c828e903e3e683fb21df5fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20181,18 +20077,18 @@ "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, + "summary": "Both PRs touch `src/transformers/trainer.py`, but they solve different trainer extensibility problems: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not duplicate fixes and should stay separate.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "PR 43651 is the better representative because it makes a concrete trainer behavior change around loss scaling and has more discussion activity than the refactor-only column-filtering PR.", "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.", + "best_pr_reason": "PR 43651 is the stronger standalone change in the cluster: it addresses a specific runtime behavior in `training_step`, whereas PR 43663 is a separate refactor to expose signature-column logic.", "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." + "reason": "Same file, but different underlying concerns: gradient accumulation loss normalization vs. model signature column filtering. They would not be merged as one PR." } ] }, @@ -20222,12 +20118,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "15e0186a82e58c2ee8a89b4d1ae8a92dde357e83cbe0ec110bd0bacc32aeff81", + "prepared_review_unit_hash": "e8f46244c29ffeacffb05661ce7d55e4067507fd71a2537822164d2c3294a98f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20235,7 +20131,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20244,18 +20140,18 @@ "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, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention a TypeAdapter-related NameError, but they are not the same change: one broadens the file to postponed annotations, while the other narrowly fixes the pydantic-absent import/annotation path. I would not merge them as duplicates.", + "confidence": 0.86, "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.", + "canonical_pr_reason": "PR #43842 is the more targeted and concrete fix: it directly addresses the runtime `TypeAdapter` annotation issue when pydantic is unavailable, with a smaller and clearer change surface.", "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.", + "best_pr_reason": "PR #43842 is the best representative because it cleanly fixes the specific import/annotation failure mode with minimal collateral changes.", "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." + "reason": "Same file and related symptom, but different fix strategy and likely different bug scope; 43656 applies a broader postponed-annotations refactor, while 43842 specifically guards `TypeAdapter` for the no-pydantic case." } ] }, @@ -20387,8 +20283,8 @@ "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:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", @@ -20410,10 +20306,10 @@ "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:44073|pull_request:44101", "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44068", @@ -20429,8 +20325,8 @@ "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:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:43997|pull_request:44129", "pull_request:44071|pull_request:44129", @@ -20447,388 +20343,448 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "90c207e540a2ba3a45fdd0ebf340ebdba42bed8ddd8481f7ae1dbc93499b8289", + "prepared_review_unit_hash": "716a6449ab196e4df2985ca5175b13361c5726ed22386ff2330f94042d58622b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75101, - "estimated_input_tokens": 18776, - "estimated_eval_tokens": 37808 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a 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, + "summary": "This cluster is mostly a set of independent model-specific refactors toward standardized output tracing. The only clear duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen trio; the rest are shared-pattern changes across different model families, not the same bug/change.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "44066 is the best anchor PR: it explicitly targets #43979, has the clearest GPT-J/CodeGen output-tracing refactor, and serves as the most representative self-contained change in the duplicate set.", "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.", + "best_pr_reason": "44066 is the strongest representative PR for this cluster because it is explicit about the tracking issue and covers the core GPT-J/CodeGen tracing migration more cleanly than the later near-duplicates.", "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." + "reason": "Different model families and code paths; only the output-tracing pattern is similar." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations; same general tracing theme is not enough." + "reason": "FNet/CVT refactor vs DeBERTa refactor; same standardization theme, not the same change." }, { "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." + "reason": "Same GPT-J output-tracing migration in overlapping files; this looks like a duplicate/iteration of the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing refactors, but for different model implementations and code paths." + "reason": "ResNet vs EfficientNet; different models and implementation details." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated models; not a duplicate change." + "reason": "EfficientNet refactor vs GPT-J/CodeGen refactor; not the same code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different implementation targets." + "reason": "GPT-J/CodeGen vs EfficientNet; shared tracing motif only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + "reason": "MobileNetV2 vs DeBERTa; different model 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." + "reason": "GPT-J/CodeGen tracing vs MGP-STR tracing; same infrastructure idea, different models." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are separate model-specific refactors." + "reason": "GPT-J/CodeGen vs MPT; not the same underlying fix." }, { "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." + "reason": "Both are GPT-Neo output-tracing refactors in the same module; same concrete change with minor iteration." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different implementations." + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; related style, different code path." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; different model implementations." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "MGP-STR vs GPT-J/CodeGen; not the same concrete bug/change." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model refactors." + "reason": "ResNet vs GPT-J-related tracing change; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model code paths." + "reason": "GPT-Neo vs ResNet; same output-tracing theme only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations." + "reason": "ResNet vs MPT; different model families and edits." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model refactors." + "reason": "GPT-Neo vs Flaubert/XLM-style attention refactor; not the same change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; different underlying code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo vs Flaubert; unrelated model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model implementations." + "reason": "MPT vs GPT-J/CodeGen; same pattern, different implementation." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo vs GPT-J; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-Neo vs MGP-STR; not the same concrete change." }, { "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." + "reason": "GPT-Neo vs MGP-STR; only broad tracing similarity." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model-specific changes." + "reason": "ViLT vs Flaubert/XLM; different model-specific refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different implementations." + "reason": "GPT-2 vs MGP-STR; unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model code paths." + "reason": "GPT-Neo vs MPT; same theme, different model refactors." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated refactors." + "reason": "Segformer vs LongT5; different components and fixes." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; same output-tracing pattern, not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different model families." + "reason": "GPT-2 vs GPT-Neo; different model families and code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and VisualBert are unrelated model changes." + "reason": "Segformer vs Flaubert/XLM; unrelated model refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are different implementations." + "reason": "VisualBert vs LongT5; different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; not the same concrete bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and VisualBert are unrelated model refactors." + "reason": "GPT-2 vs MPT; different model families." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." + "reason": "VisualBert vs Flaubert/XLM; same style of refactor only." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and MPT are unrelated model implementations." + "reason": "MPNet vs LongT5; distinct model-specific changes." }, { - "left": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different model families and code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; unrelated refactors." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are separate code paths." + "reason": "SqueezeBert vs MPT; not the same underlying change." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated changes." + "reason": "SqueezeBert vs GPT-Neo; same standardization theme only." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and GPT2 are different model families." + "reason": "SqueezeBert vs DeBERTa; different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "GPT2 and GPT-Neo are different implementations." + "reason": "DeBERTa vs SpeechT5; different concrete refactors." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." + "reason": "DeBERTa vs Vits; separate model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are unrelated model refactors." + "reason": "RegNet vs Segformer; same pattern, not the same fix." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "RegNet vs MPNet; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; different model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44073", + "accept": false, + "reason": "ViLT vs VisualBert; both multimodal, but not the same code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert; not the same underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model-specific changes." + "reason": "MPT vs ImageGPT; separate model-family refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model changes." + "reason": "TextNet vs Flaubert/XLM; unrelated model-specific edits." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "MPNet vs LongT5; different models and code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model refactors." + "reason": "RegNet vs GPT-Neo; same tracing pattern only." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are different model implementations." + "reason": "RegNet vs MPT; not the same fix." }, { - "left": "pull_request:44074", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "TextNet and MPT are unrelated refactors." + "reason": "SqueezeBert vs MPT; different model implementations." }, { "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different concrete refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT vs LongT5; only the output-tracing theme is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs Segformer; different model families." + }, + { + "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and DeBERTaV2 are different model code paths." + "reason": "SqueezeBert vs DeBERTa; distinct code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated model-specific changes." + "reason": "DeBERTa vs TextNet; 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." + "reason": "Same GPT-J/CodeGen output-tracing migration with overlapping files; these are clearly duplicate iterations of the same change." }, { "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." + "reason": "Both touch the same GPT-J tracing refactor; the file-level change matches the same concrete migration." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J tracing refactor vs SpeechT5 tracing refactor; different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model refactors." + "reason": "FNet/CVT vs ResNet/RT-DETR; different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "FNet/CVT vs SpeechT5; same standardization pattern only." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated model-specific changes." + "reason": "DeBERTa vs SpeechT5; unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and Vits are different implementations." + "reason": "DeBERTa vs Vits; different model families and edits." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative about cross-family similarities. The only accept edges are within the same model family/code path and look mergeable as the same refactor/iteration, while the rejects avoid overstating shared tracing patterns as the same bugfix." }, "evaluator_used": true, "retried": false, @@ -20866,70 +20822,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "88c9a01c14dd6ff99c33c005d7d69951083d9eee806fe1953ed185226a332f31", + "prepared_review_unit_hash": "057642c71e380cc6d0c0db959ae2f5fb61650484686782886718c90376664ddd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "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, + "summary": "All items are model-specific refactors for standardized output tracing/capture_outputs, but they target different architectures and code paths. They are thematically similar, not duplicates, and should not be merged together as one PR.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 44129 is the best representative anchor: it is tightly scoped, has an explicit issue target, and clearly implements the output-tracing refactor for a single model family.", "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.", + "best_pr_reason": "PR 44129 is the strongest standalone candidate in the set because it is concrete, issue-linked, and narrowly focused on one code path rather than being a broad pattern-only refactor.", "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." + "reason": "Different models (FocalNet vs ImageGPT) and different forward paths; same refactor theme is not enough to treat them as one duplicate 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." + "reason": "VisualBert and TextNet are unrelated model implementations with separate output-handling code; these are parallel refactors, not the same change." }, { "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." + "reason": "MPNet vs VisualBert affects different architectures and internals; they share a standardized-output theme but not a single concrete bug or fix." }, { "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." + "reason": "MPNet and TextNet are distinct code paths with different tracing details, so they cannot plausibly be merged as one PR." }, { "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." + "reason": "RegNet and SqueezeBert are separate model families; this is the same migration pattern applied in different places, not duplicate work." }, { "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." + "reason": "SqueezeBert and SpeechT5 touch different subsystems and forward contracts; they are not the same underlying bug or change." } ] }, @@ -20980,16 +20936,13 @@ "pull_request:43999|pull_request:44027", "pull_request:44000|pull_request:44001", "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", "pull_request:44000|pull_request:44025", - "pull_request:44000|pull_request:44026", "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", "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", @@ -21012,292 +20965,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "7e352133b70727e6e066a75e0f31f6d9688e48747798c63e3eaefa1a8521353c", + "prepared_review_unit_hash": "ced6bd90eda615269873454fdad3f55f888d00e3e676fc8150700d8618b12bd2", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 43, - "serialized_chars": 41329, - "estimated_input_tokens": 10333, - "estimated_eval_tokens": 20922 + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 43, - "serialized_chars": 41329, - "estimated_input_tokens": 10333, - "estimated_eval_tokens": 20922 + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "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, + "summary": "These PRs are thematically similar refactors around output tracing, but they target different model implementations and code paths. I do not see duplicate pairs here; they look like parallel, model-specific cleanup work rather than one underlying bug/change.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 44003 is the broadest and most infrastructure-heavy of the set, spanning both `mamba` and `falcon_mamba` and adding the shared output-capturing plumbing, so it is the best representative if one must be picked.", "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.", + "best_pr_reason": "PR 44003 is the most representative of the cluster\u2019s theme because it centralizes the output-tracing mechanism across closely related files, whereas the others are narrower per-model refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor pattern only." + "reason": "Both are output-tracing refactors, but they affect different models (`timm_backbone` vs `upernet`) and different forward paths." }, { "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." + "reason": "Same general refactor theme, but separate model codepaths (`timm_backbone` vs `vision_text_dual_encoder`)." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and forward paths; only the output-tracing refactor theme matches." + "reason": "Both are model-specific output tracing changes, not the same bug or interchangeable change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model families (`timm_backbone` vs `mamba`); not one shared bug or fix." + "reason": "Different target models and different refactor scope; one is a single-backbone cleanup, the other updates Mamba plumbing across two files." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; these are separate refactors, not a single duplicate PR." + "reason": "Shared wording only; the PRs touch unrelated model internals (`timm_backbone` vs `rwkv`)." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `univnet`) and different output shapes/paths." + "reason": "Both refactor output handling, but for unrelated architectures and separate forward implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor style, but different model implementations and concrete code paths." + "reason": "Different models and different tracing/capture changes; not mergeable as one concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both are tracing refactors but not the same underlying change." + "reason": "They are separate model families (`mobilenet_v1` vs `depth_anything`) with no shared codepath." }, { "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." + "reason": "These are distinct model wrappers, not the same underlying issue." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper model (`mobilenet_v1` vs speech encoder-decoder); same theme only." + "reason": "Same refactor motif, but different encoder-decoder wrapper and different concrete implementation." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`) and unrelated forward logic." + "reason": "Both change output tracing, but they touch different models and separate forward signatures." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and model code paths; not the same concrete fix." + "reason": "Different model families and no evidence of a shared bug or shared codepath." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44003", "accept": false, - "reason": "Different model families; only the tracing-refactor pattern is shared." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are unrelated implementations; too broad to be duplicates." }, { "left": "pull_request:44000", - "right": "pull_request:44026", + "right": "pull_request:44025", "accept": false, - "reason": "Both are encoder/decoder-style wrappers, but they are different concrete models and changes." + "reason": "No shared implementation path; only the generic refactor naming overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`univnet` vs `upernet`) with separate output semantics." + "reason": "Different models and refactor surfaces; not the same concrete change." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families; not the same bug or code-path fix." + "reason": "These target unrelated model codepaths and cannot plausibly be one merged PR." }, { "left": "pull_request:44001", - "right": "pull_request:44026", + "right": "pull_request:44025", "accept": false, - "reason": "Different model wrappers and forward implementations; same broad refactor only." + "reason": "Separate model families; similarity is only at the refactor pattern level." }, { "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." + "reason": "Different model implementations (`upernet` vs `rwkv`) and different output handling details." }, { "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." + "reason": "No shared codepath; one is segmentation model refactoring, the other is Mamba output capture plumbing." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` vs `superpoint`; unrelated implementations and outputs." + "reason": "Even though both are output-tracing refactors, they affect unrelated models and different forward logic." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths (`mamba` vs `codegen`); same tracing theme only." + "reason": "`mamba/falcon_mamba` and `codegen` are distinct codepaths; this is not a duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated; not a duplicate fix." + "reason": "Different models and different refactor scope." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and output semantics; not the same issue." + "reason": "No shared bug or exact codepath; just same refactor theme." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Separate architectures; this is only a similar refactor pattern." + "reason": "Separate model implementations, not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different concrete code paths; same generic output-tracing refactor theme." + "reason": "Both are tracing-related, but they modify different models and are not mergeable into one concrete fix." }, { "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." + "reason": "Both are encoder-decoder related, but they target different model classes and different files." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs speech encoder-decoder); not one duplicate change." + "reason": "Different model wrappers and distinct codepaths; too broad to call duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and outputs; same refactor style only." + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths; not the same underlying bug or change." + "reason": "These are separate model refactors with no shared bug or codepath." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` vs `dpr` are different models and fix different signatures." + "reason": "Different models and different forward behavior." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different wrapper/model implementations; not a shared concrete fix." + "reason": "Distinct model families; only the refactor pattern matches." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are distinct models with separate changes." + "reason": "Both are encoder-decoder wrappers, but they are separate implementations with different code paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern matches." + "reason": "Unrelated models and no concrete overlap beyond the tracing refactor theme." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are unrelated concrete implementations." + "reason": "Different model internals and no shared bug fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`) and unrelated output paths." + "reason": "Separate model implementations; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward signatures; not the same fix." + "reason": "Different model wrappers and forward paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Distinct code paths and model behavior; same broad theme only." + "reason": "Different models and different output semantics." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model families." + "reason": "`superpoint` and `rwkv` have unrelated codepaths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different output structures; not a duplicate." + "reason": "Different models and separate output handling changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Separate model families (`rwkv` vs `dpr`) with unrelated fixes." + "reason": "Both are tracing-related, but they affect unrelated models and cannot be merged as one fix." } ] }, @@ -21327,7 +21262,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "b07911bd0c08fcc591d2d95f8f1d39c1514eed3dea833e6c13b1f54ec95f03ed", + "prepared_review_unit_hash": "0370260e56a6e78058beb04d61390b2c3e0bf22ecbc7df41d1e19e5b037f0c94", "component_budget": { "node_count": 2, "item_count": 2, @@ -21349,18 +21284,18 @@ "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, + "summary": "Two open PRs, but they are unrelated feature additions: one adds PenguinVL, the other adds Voxtral TTS. They share only generic model-registration and docs plumbing, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative only because it has an explicit issue target and a tightly scoped feature addition, whereas 44662 is a separate model implementation with no issue linkage.", "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.", + "best_pr_reason": "PR 45401 is the stronger standalone PR candidate: it has a clear issue reference, focused Voxtral TTS support, and a cohesive change set.", "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." + "reason": "Different models and different code paths; shared auto-registration/docs files are boilerplate, not evidence of the same underlying change." } ] }, @@ -21390,12 +21325,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4277db423d709eafc8c3ceeb23ac0c13b0ebd94a4b4ad9353d7f9a8b27c7c0c5", + "prepared_review_unit_hash": "a93ead2000335199ec99276a3cf7e796dd7fe2180873fe3df7b0d6fa953371fe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21403,7 +21338,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21412,18 +21347,18 @@ "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, + "summary": "Both PRs are about fusion, but they target different layers: #44979 introduces a generic module-fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model-loading paths. They are related feature work, not duplicates.", + "confidence": 0.88, "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.", + "canonical_pr_reason": "PR #45363 is the broader, more user-facing integration PR, spanning config, loading, integrations, and an example, while #44979 is the lower-level API foundation.", "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.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it covers the main end-to-end KernelConfig fusion workflow and is the more complete feature change.", "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." + "reason": "Related fusion features, but not the same concrete code-path problem. #44979 adds a generic module-fusion API; #45363 implements KernelConfig-based n-to-1 kernel fusion in model loading/integrations. They could be merged separately." } ] }, @@ -21453,7 +21388,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e5616a10c1f1767e28555fb429135a5bd7d0c40bb216ac0a1e45ba57c9a9f8e7", + "prepared_review_unit_hash": "763e796e48732fd82f65a4f36c702e4582e3a36888c2e8a694fb82bd6b9b030e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21475,18 +21410,18 @@ "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, + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds a test.", + "confidence": 0.97, "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`.", + "canonical_pr_reason": "45317 is the better canonical PR: it fixes the same code-path bug as 45086 and includes an additional test, making it the more complete representative of the change.", "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.", + "best_pr_reason": "45317 is the strongest standalone PR candidate because it directly targets the reported bug, touches the same fix site, and adds coverage for the regression.", "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." + "reason": "Same underlying fix for the same AttributeError in `_patch_mistral_regex`; the code changes are effectively identical and 45317 simply adds test coverage, so these are mergeable as one PR." } ] }, @@ -21508,48 +21443,64 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45115-2", + "cluster_id": "cluster-45115-4", "nodes": [ "pull_request:45115", - "pull_request:45569" + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" ], "soft_pairs": [ - "pull_request:45115|pull_request:45569" + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "e402da7d511f15cbe4ea70211c1d144520df3e98103812cac7bf245350c96e42", + "prepared_review_unit_hash": "46b6c061bc28d3b5a101e001a77ca3c96a5c29a8f6681fa8c4a329d389caf838", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "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, + "summary": "This cluster is heterogeneous: two PRs are about NemotronH model refactors, and two are about Nemotron ASR streaming support. None are true duplicates; the closest pairings are adjacent follow-ups in the same area, not the same concrete change.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "No single PR cleanly subsumes the whole cluster. If one representative is needed, 45569 is the broadest NemotronH refactor, but it does not cover the ASR work.", "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.", + "best_pr_reason": "45569 is the most substantial umbrella artifact within the NemotronH subgroup, with broad model/docs/auto wiring changes, but it is not a global duplicate canonical for the whole set.", "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." + "reason": "Related NemotronH refactors, but 45115 is a GraniteMoeHybrid inheritance/mapping change while 45569 splits NemotronH into dense/sparse variants and updates docs/auto wiring. Different concrete changes, not one mergeable duplicate." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and tasks: NemotronH architecture refactor vs Nemotron 3.5 ASR streaming. Shared auto/docs files are not enough to treat them as the same change." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but they target different model versions/families (Nemotron ASR vs Nemotron 3.5 ASR) and different code paths, so they should stay separate." } ] }, @@ -21579,7 +21530,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "4d4df2f7e7f433612dcf508f3d18a957b8d160aacfd4bae0fb4822f4ef49d2c4", + "prepared_review_unit_hash": "bf5f9468ae4a7c75cc053a4eb1bfc7270645dd91be1f4ab6b679497745a08c8a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21601,18 +21552,18 @@ "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, + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer configuration support, the other adds heterogeneous modeling/runtime support. They share infrastructure files, but they are not the same underlying change set.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it introduces heterogeneous model support across configuration and modeling code paths, making it the best representative of the cluster.", "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.", + "best_pr_reason": "PR #45332 is the best single representative because it covers the larger end-to-end heterogeneous-model feature rather than only the config layer.", "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." + "reason": "Related feature work, but not the same concrete change: #45333 is limited to per-layer config support, while #45332 focuses on modeling/runtime integration and broader heterogeneous model behavior. They would not plausibly collapse into one PR without blending distinct implementation scopes." } ] }, @@ -21642,40 +21593,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "fba873b5889f66a142ec5b2228a9d6777b14287bfc2b3f60aef87c46250fc4f9", + "prepared_review_unit_hash": "01857eed64ab97d4b083389aea6e702ba5e8ba85581452f2e89d1a4e530154ed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5511, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5511, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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.", + "summary": "Both PRs are about typing, but they address different changes: one is a broad type-checking sweep across many files, the other adds typing aliases/protocols and related checks. They are related, not duplicates.", "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.", + "canonical_pr_reason": "PR 45425 is the more coherent representative: it introduces specific typing helpers/protocols and updates the corresponding code paths, whereas 45415 is a wider repo-level type-checking cleanup.", "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.", + "best_pr_reason": "PR 45425 is the best standalone PR in this cluster because it has a narrower, well-scoped typing refactor. PR 45415 is broader and more of a general type-checking sweep, so it is less suitable as the canonical representative.", "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." + "reason": "Both are typing-related, but they are not the same concrete change: 45415 is a broad multi-file type-checking pass, while 45425 adds typing protocols/aliases and targeted updates. They would not plausibly be merged as one duplicate PR." } ] }, @@ -21705,12 +21656,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "1b33d59706995439f8ec5bf7cdee9f68e92b9e54704e339c57f7e135210ceb33", + "prepared_review_unit_hash": "44034a5d1bccf9434278ddd02dd44f0f5ca3597bf899469e7d20d48db39dc47e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21718,7 +21669,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21727,18 +21678,18 @@ "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, + "summary": "Two unrelated pull requests: one fixes multi-token cached forward in Qwen3.5/GDN linear attention across several model files, the other fixes Mamba2 `use_cache` behavior when `seq_len > 1`. They do not appear to be the same underlying bug or mergeable into one PR.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR 46084 is the cleaner canonical PR: it has an explicit issue target, a narrowly defined cache/sequence-length bug, and a focused fix path in one model family.", "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.", + "best_pr_reason": "PR 46084 is the best representative of the cluster because it is the most self-contained and clearly described bugfix, with a direct issue reference and limited scope.", "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." + "reason": "Reject: these PRs address different model families and different cache bugs. 45513 fixes multi-token cached forward in Qwen3.5/GDN linear attention; 46084 fixes Mamba2 `use_cache` when `seq_len > 1`. They are not the same code-path problem and would not plausibly be merged into one PR." } ] }, @@ -21768,7 +21719,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "e1568c3d3652357f444fd2dc41e11c2c69583da21b5da616fee36828c3bb7327", + "prepared_review_unit_hash": "30ffa7a36fb5350a7b5adaaf44a7d53c562700d226026e4c1666dd1a33ae3bed", "component_budget": { "node_count": 2, "item_count": 2, @@ -21790,18 +21741,18 @@ "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, + "summary": "These are two related EP/loading PRs, but they fix different concrete bugs: one adds config/`has_ep` plumbing for EP + ZeRO-3 loading, the other prevents expert weights from being overwritten during FSDP2 loading. They overlap in subsystem, not in underlying defect.", + "confidence": 0.91, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR 45662 is the better representative of the cluster because it fixes a direct state-corruption bug in the model loading path with a clear runtime effect on expert parameters.", "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." + "reason": "Both touch EP/loading, but the failures differ: 45548 is about preserving `distributed_config` and exposing `has_ep` for ZeRO-3/accelerate launch, while 45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Different code paths and root causes." } ] }, @@ -21831,7 +21782,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6378210cb6bd9e87d468f7d56c7865a26d48a0ff9132b456d9ae5345b0ccd0b9", + "prepared_review_unit_hash": "a8d133df3eff031bc7f6128b2cdcc27defb6f2627ca55fe4fe815de7db371b1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21853,18 +21804,18 @@ "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, + "summary": "Both PRs address the same underlying xdist collision in patched testing debug artifacts, with 45645 extending the same core fix to CI log collection. They are close enough to treat as duplicate/overlapping fixes, with 45645 the broader and more complete candidate.", + "confidence": 0.86, "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.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe artifact fix in `testing_utils.py` and also updates CI handling to read multiple captured_info files, making it the more complete superset of the change.", "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.", + "best_pr_reason": "PR 45645 is the strongest overall PR candidate: it fixes the same captured_info collision problem and includes the downstream workflow adjustments needed to preserve debug output in CI.", "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." + "reason": "Both PRs fix the same concrete captured_info/xdist collision path in `src/transformers/testing_utils.py`; 45645 is a broader superset that plausibly subsumes 45639, so they can be treated as overlapping duplicate fixes." } ] }, @@ -21897,12 +21848,12 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "9f6e13e6bcd90498a785d41c7d32961c81ec9d888bac10de5dffd72497e71efd", + "prepared_review_unit_hash": "d34fe31d21edbc2d38841e4774ab94cdced9716bbe9293f977d5695705b44be0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7580, + "serialized_chars": 7579, "estimated_input_tokens": 1895, "estimated_eval_tokens": 4046 }, @@ -21910,7 +21861,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7580, + "serialized_chars": 7579, "estimated_input_tokens": 1895, "estimated_eval_tokens": 4046 }, @@ -21919,30 +21870,30 @@ "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, + "summary": "These three PRs are separate, model-specific changes. Two add attn_implementation dispatch support for different architectures, and one is a small AutoModel registration nit. None are true duplicates.", + "confidence": 0.97, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR #46320 is the strongest representative only in a loose sense: it is a self-contained, concrete implementation change with model code, conversion mapping, docs, and tests. It is still not a duplicate of the others.", "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." + "reason": "Different underlying changes: AutoModel registry mapping vs RecurrentGemma attn_implementation dispatch support." }, { "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." + "reason": "Different underlying changes: AutoModel registry mapping vs BLIP-2/InstructBLIP attn_implementation dispatch support." }, { "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." + "reason": "Same broad feature theme, but different model families and code paths; they should remain separate PRs." } ] }, @@ -21972,40 +21923,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "4a9cfef9474b0043f22095042bfd53af4d41224c9817364a801c8d50b660531a", + "prepared_review_unit_hash": "f287e5e2be311c6ab6bf13bb7403630bf57cf6931f93b6d0ff59d60323b23e06", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two 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, + "summary": "These two PRs are both transformer lint/chore changes, but they target different rules and different code paths: TRF003 return-tuple handling vs TRF018 weight-initialization modeling patterns. They are not duplicates.", + "confidence": 0.98, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": null, "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." + "reason": "Different underlying changes: 45720 adds can_return_tuple and adjusts forward return_dict handling for TRF003, while 46259 changes _init_weights implementations across models for TRF018. They touch similar model files, but not the same concrete bug or mergeable PR." } ] }, @@ -22101,40 +22052,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "a1cd49bfc1509c248066a19c7b28acd0c74a60158b1f22fbb7d7877688300655", + "prepared_review_unit_hash": "7d28c22b7d1c3e6996b69c617e7b8cc2d0cd290bb11a3f6be42d3cc9b57513ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 5082, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 5082, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two 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.", + "summary": "These are two unrelated open PRs, not duplicates: #45932 is a broad/internal testing and model-code change set (workflow secrets plus multiple model files), while #46100 is a ViT test migration adding a new Bonbon ViT test file and related test updates.", "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.", + "canonical_pr_reason": "No clear canonical PR: the PRs address different workstreams and code paths, so neither is a duplicate representative of the other.", "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.", + "best_pr_reason": "No PR is a good cluster-level representative because the cluster does not reflect a single underlying change or bug.", "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." + "reason": "Reject: the diffs are about different changes. #45932 touches CI secrets and multiple model implementation/config files, while #46100 adds a new ViT test migration file and related test updates. They do not fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -22167,52 +22118,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "b95598f646de1896bccd8a6e65c1624eafd21d31c8f34494261b02de8357555b", + "prepared_review_unit_hash": "e6ddafe9876ba4ae24c073f1cf3d9ba956be99bf51b49da36a9b1e6f146c7490", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8394, - "estimated_input_tokens": 2099, - "estimated_eval_tokens": 4454 + "serialized_chars": 8401, + "estimated_input_tokens": 2101, + "estimated_eval_tokens": 4458 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8394, - "estimated_input_tokens": 2099, - "estimated_eval_tokens": 4454 + "serialized_chars": 8401, + "estimated_input_tokens": 2101, + "estimated_eval_tokens": 4458 }, "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, + "summary": "All three PRs are about `attn_implementation=sdpa` dispatch support, but they target different model families and code paths (CTRL, T5, and wav2vec2/audio stack). They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR #46196 is the broadest and most representative implementation in the cluster, touching many related audio model files and clearly centered on SDPA dispatch support for one concrete subsystem.", "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.", + "best_pr_reason": "PR #46196 is the best single representative for the cluster because it has the largest scope and most complete cross-model implementation among the candidates, while still being a concrete code change rather than just docs.", "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." + "reason": "Both are SDPA dispatch PRs, but one is for CTRL and the other for T5; these are separate model implementations and not the same code-path 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." + "reason": "CTRL attention dispatch and wav2vec2/audio attention dispatch are different model families with different internals, so they should not be merged as duplicates." }, { "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." + "reason": "T5 decoder attention dispatch and wav2vec2/audio dispatch are distinct changes in unrelated model code, despite the shared SDPA theme." } ] }, @@ -22242,7 +22193,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "4d16b5f502a072dbc01253675093274a82b43e8d7e0de7209b7348cdc78b823c", + "prepared_review_unit_hash": "e6946278c14609f14ebd5d94ad0e5e3dd331c6a96d993b22a8b3653d35ab8904", "component_budget": { "node_count": 2, "item_count": 2, @@ -22264,18 +22215,18 @@ "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, + "summary": "These are not duplicates: one PR adds a focused EP/Trainer routing feature, while the other is a broad distributed branch base touching many subsystems and CI. The shared distributed filenames are too generic to indicate the same underlying change.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR #46126 is the most coherent and specific change set: it targets EP routing and Trainer integration with a clear code-path focus. PR #46269 is a broad base branch with many unrelated distributed edits, so it is not a good canonical representative.", "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.", + "best_pr_reason": "PR #46126 is the best representative for the cluster because it is narrowly scoped and has a concrete feature goal, whereas PR #46269 is too broad and mixed to serve as a canonical change.", "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." + "reason": "Reject: the overlap is only at the subsystem level (distributed/tensor_parallel/utils/trainer files). #46126 implements EP router masking and Trainer integration, while #46269 is a large distributed branch base touching many files and CI, so they do not look like the same fix or mergeable into one PR." } ] }, @@ -22337,184 +22288,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "775d8157194c9575dff43a017d9d3448ddf7dc4951b1448c116768a0beca0220", + "prepared_review_unit_hash": "e169768104d45bc8534835e78975eb3dc6f2fea820537ed58ae4afdc78d6618a", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23352, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23352, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 }, "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.", + "summary": "Mostly unrelated workflow-maintenance PRs. The only tight overlap is the pr-ci-security-gate.yml trio, but those PRs change different parts of the workflow and should stay separate.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46554 is the strongest central representative of the only meaningful subcluster: it adds the actual security-gate checks for workflow/CI-infra changes in pr-ci-security-gate.yml.", "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.", + "best_pr_reason": "PR #46554 best represents the cluster because it is the most substantive and concrete workflow-security change among otherwise unrelated workflow edits.", "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." + "reason": "Different workflows and unrelated changes: stdin handling in self-comment-ci vs security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated CI behavior changes." + "reason": "These touch different workflow files and solve different problems; not the same underlying change." }, { "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." + "reason": "Unrelated workflow edits: command piping in self-comment-ci vs reusable-workflow commentary in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow edits in different files; both are just maintenance-style YAML tweaks." + "reason": "Different workflow and different fix; only superficial similarity as small YAML churn." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different fixes; no same code-path problem." + "reason": "Different workflow files and different security/operational fixes; not duplicate." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark workflow trigger change; unrelated." + "reason": "SSH runner hardening vs benchmark trigger change are unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different security/permission concerns." + "reason": "Different workflows and unrelated adjustments; no shared code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner update vs reviewer-assignment checkout ref change; unrelated." + "reason": "Memory-monitor/download hardening and reviewer-assignment checkout behavior are separate changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; no common underlying issue." + "reason": "Different workflows with unrelated security fixes; not the same underlying bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated changes to PR security gating." + "reason": "SSH runner secrets handling vs pr-ci-security-gate permissions/approval gating are distinct." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files with unrelated changes." + "reason": "Both are workflow tweaks, but they change different jobs and triggers; not mergeable as one fix." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Same broad GitHub Actions area, but different workflows and distinct fixes." + "reason": "Anti-slop permissions hardening and reviewer checkout ref change are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow changes; no shared bug or code path." + "reason": "Different workflow files and different logic changes; only broad YAML similarity." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Same general repo area, but different workflow file and different behavior change." + "reason": "Different workflows and different security concerns; not the same change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "Reviewer assignment checkout and benchmark dispatch support are unrelated workflow updates." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; one changes checkout behavior, the other changes shell input handling." + "reason": "Different workflows and unrelated implementation details." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated CI logic." + "reason": "Reviewer workflow checkout fix is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger change vs build-image message parsing; unrelated." + "reason": "Benchmark trigger expansion and build-image message parsing fix are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different CI concerns." + "reason": "Different workflow files and different problems; no shared bug." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes; not mergeable as one change." + "reason": "Build-image commit-message handling and pr-ci-security-gate checks are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying issue." }, { "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." + "reason": "Same workflow file, but one adds file-diff security checks while the other changes permissions and approval gating; related, but not the same concrete change." }, { "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." + "reason": "Direct security checks vs reusable-workflow wrapper notes are different implementations and different changes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but unrelated PR-security-gate modifications with different purposes." + "reason": "Both touch pr-ci-security-gate.yml, but they modify different parts of the workflow and are not duplicates." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated CI behavior." + "reason": "Build CI image trigger parsing and pr-ci-security-gate workflow notes are unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening vs PR security gate reuse; unrelated." + "reason": "SSH runner hardening and pr-ci-security-gate workflow commentary are unrelated." } ] }, @@ -22544,7 +22501,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "af59ed678a94cb16ac6bd922d371fb3c58583043eb32c6ce23bf6b334c06d2db", + "prepared_review_unit_hash": "346e98c4183a539d4c682927d07c0f5e32f29a95fb8b4656b5f31b3544b9e3ea", "component_budget": { "node_count": 2, "item_count": 2, @@ -22566,18 +22523,18 @@ "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, + "summary": "Both PRs are related cleanup changes to stop reading Python source files with plain open(), but they target different code paths and concrete behaviors, so they are not duplicates.", + "confidence": 0.87, "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.", + "canonical_pr_reason": "PR #46207 is the more concrete and self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes test coverage for that specific behavior.", "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.", + "best_pr_reason": "PR #46207 is the better representative of the cluster because it addresses a specific source-reading bug in a core runtime path, rather than a broader helper refactor.", "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." + "reason": "They share the general theme of avoiding open() for source inspection, but the affected code paths are different (import_utils helper vs. modeling_utils attention-implementation check) and would not naturally merge into one PR." } ] }, @@ -22609,52 +22566,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "93920a13b7c50e65ecfa1393f32d115c8c07a24f47ba023581783150ec16eb85", + "prepared_review_unit_hash": "d5936dfdd7af6d2567fbe54328dea7ac9df856e55b25fc92d731fe346baf6070", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5920, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "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, + "summary": "Two PRs are near-duplicate fixes for StaticLayer.get_seq_length type hints; a third PR is a separate static-cache max-length configuration fix. Canonicalize on the earlier, more established type-hint PR.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR 46173 is the earlier, original StaticLayer.get_seq_length type-annotation fix, with the same file-level change as 46474 and an explicit issue link/review activity.", "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.", + "best_pr_reason": "PR 46173 best represents the duplicate pair because it is the first occurrence of the identical cache_utils typing change and already anchors the referenced issue.", "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." + "reason": "Different fixes: 46436 changes generation cache max-length handling, while 46474 only adjusts the StaticLayer get_seq_length type hint. Same subsystem, but not the same underlying change." }, { "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." + "reason": "These are effectively the same PR: same file, same type-hint change, same explicit issue target, and identical diff intent." } ] }, "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." + "feedback": "The summary is grounded in the packet: 46173 and 46474 share the same file, same issue target, and identical type-hint diff, so treating them as duplicates/canonicalizing on the earlier PR is conservative. The separation of 46436 is also supported because it changes generation cache max-length handling in a different file and is a distinct fix. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -22744,12 +22701,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "b55f091257a621a03a9d83e6c99a932717a94c6b19f37f914b66472aa2f6ed32", + "prepared_review_unit_hash": "6196817b4ae9aa1fd6ac2d01ab87999f3f450d1d6c87c29e31a2830ba78db7d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4787, + "serialized_chars": 4786, "estimated_input_tokens": 1197, "estimated_eval_tokens": 2650 }, @@ -22757,7 +22714,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4787, + "serialized_chars": 4786, "estimated_input_tokens": 1197, "estimated_eval_tokens": 2650 }, @@ -22766,18 +22723,18 @@ "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, + "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug: the right side mask should include the full boundary (`<= right_window_size`) in the same code paths. They target the same issue and are duplicative at the change level; the later PR is the better representative because it also adds tests.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it makes the same boundary fix as 46310 but also includes a test file, making it 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.", + "best_pr_reason": "PR 46546 is the best cluster representative: same exact bug fix in the same files, with added regression coverage.", "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." + "reason": "Same underlying boundary bug in Moonshine streaming masking, same changed code paths, and the second PR is just the more complete version with tests." } ] }, @@ -22807,7 +22764,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "8a7a2a4fbc255b17d39e5d195c5b9a47741122052228a7bf62d036fcf6289b9e", + "prepared_review_unit_hash": "b649e21459886c0074961b187fcc5cfe9d6c7ca6599a763267f1cdacb41faf99", "component_budget": { "node_count": 2, "item_count": 2, @@ -22829,18 +22786,18 @@ "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.", + "summary": "These are unrelated pull requests: one is a draft infra change for multimodal continuous batching, the other adds the HunYuan VL model implementation and docs. They do not look like duplicate fixes or mergeable variants of the same change.", "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).", + "canonical_pr_reason": "PR 46417 is the more complete and self-contained change: it adds a specific model with code, tests, and docs, whereas PR 46376 is a draft infrastructure feature spanning a different subsystem.", "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.", + "best_pr_reason": "PR 46417 is the best representative PR in this cluster because it is concrete, non-draft, and narrowly focused on one model addition; PR 46376 is broader, draft, and on a separate continuous-batching feature path.", "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." + "reason": "Different underlying work: continuous-batching multimodal support versus HunYuan VL model addition. They touch different subsystems and cannot plausibly be merged into one PR as the same change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 027f6dc67a3acc281b65ee535d210952d6737ddc..db34b036026df400af75ffa71340981ed30995b2 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260611t120117z", + "analysis_id": "hybrid-model-20260611t180022z", "archived_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" + "hybrid": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-11T12:11:27Z", + "published_at": "2026-06-11T18:10:55Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260611T120117Z", + "snapshot_id": "20260611T180022Z", "variant": "hybrid" } diff --git a/snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.json b/snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..9a393a528d35f4982a4310a4ed9d6682dd847287 --- /dev/null +++ b/snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.json @@ -0,0 +1,2214 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260611T180022Z", + "generated_at": "2026-06-11T18:10:53Z", + "evidence_quality": 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DeepSpeed errors and different failure points." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug around inv_freq initialization and device movement." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; one just names the transformers version more explicitly." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and unloaded text encoder weights are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "These are different compatibility regressions with different version combinations and distributed settings." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well supported by title similarity and the pair scores, especially the ZeRO-3/BertModel reports; the rest of the verdicts avoid overstating weak similarity as duplication." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "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": "84de156f6141dec107f7d9ede0bc7f05249ac09da6b5da4cf162f20a366e1c7f", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39734, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one strong duplicate family around the v5 AutoTokenizer token-ID regression and one plausible ZeRO-3 size-0 IndexError pair. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest representative of the clear tokenizer-regression family and subsumes the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the underlying v5 AutoTokenizer bug across multiple model families, making it the strongest single issue to keep as the umbrella report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures and subsystems: vLLM model-load error vs distributed-training compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 size-0 IndexError during model init/load; different models, but the underlying bug appears to be the same code path." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both mention model/runtime errors, but the concrete failures are unrelated (missing config attribute vs CUDA assert on auto device map)." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated incompatibilities: float8 storage lookup vs USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they refer to different documentation regressions." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and failure modes: device mismatch in Gemma4 PLE vs Qwen3.5 video/chat template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and bugs: AMD GPU support for GPT-OSS vs table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model/processor bugs; same broad multimodal area is not enough." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross-entropy routing and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: detokenization regression vs outdated RAG examples." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure vs documentation update; no shared underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage is not the same as the USE_DISTRIBUTED=0 / PyTorch support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer token-ID regression in v5; issue:45812 is a narrower Granite-specific instance of the broader multi-model report in issue:45920." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs implementation cannot load checkpoints are different problems." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related issues, but the concrete errors and model/config paths differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the actual signatures and contexts differ enough that they do not look like one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model execution failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading failure vs checkpoint corruption are not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Separate version-compatibility problems affecting different layers." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve compatibility/ZeRO-3 style failures, but they are distinct bugs with different triggers and versions." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different feature areas and symptoms; not a shared code-path bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime issue is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different APIs and symptoms; not clearly one concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model runtime error vs table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model/config failures; only a superficial relation to model loading." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "MoE grouped_mm tracing failure vs MPS int histogram limitation are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3/vLLM config regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression is not the same as tied-weights issues on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and GPT-OSS TP issue are different MoE-related bugs, not one duplicate." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 chat streaming failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one clear AutoTokenizer v5 regression family, one plausible ZeRO-3 size-0 IndexError pair, and otherwise treats the cluster as heterogeneous. The soft-edge verdicts are generally well supported by the issue titles and do not overstate evidence. No PRs are present, so there is no mergeability concern." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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": "d084c63c466d90166f49a83d31452a7398531c528f6ff9c35db4bf8adb063feb", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate links are weak and span different bugs or model families. The only solid duplicate pair is the non-persistent-buffer regression reports (43950/44534).", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the only true duplicate group here: it states the non-persistent-buffer corruption regression directly and concretely, with 44534 reading like a later paraphrase of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best overall issue because it is the most specific and actionable report of the shared buffer-corruption regression; it captures the root symptom more clearly than the broader follow-up wording in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 loading/config regressions, but one is an unexpected arg TypeError and the other is a PretrainedConfig/pydantic field break; different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support for gpt-oss and a Qwen3.5 streaming API failure are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a config/pydantic regression are not the same code-path problem." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is remote_code breakage in recent transformers; the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch and video feature/token mismatch are different multimodal bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage type are unrelated runtime errors." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input regressions in Qwen models, but the titles point to different concrete failures and model scopes." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shape errors, but they occur in different contexts and with different failure mechanics." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about embedding quality and the other about nonsensical AutoModel/pipeline output; not enough to treat as the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "AutoModel config unwrapping and uninitialized rotary embedding memory are different initialization issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure and TRL SFT embedding unpacking are distinct training-time bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/input handling problems with no concrete shared failure path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are separate model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; too different to merge." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Different tied-weights problems in different model families and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is not the same as translation-model tied-weight issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight handling are separate concerns." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA-indexer discussion and a docs typo are clearly unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation messages, but the former is broad XOR validation and the latter is T5 decoder-input validation; not the same concrete bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL input-embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs note about a removed command are not duplicates." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3 NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different model/runtime paths." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 non-persistent-buffer corruption regression; 44534 is essentially the same bug phrased as a follow-up." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs errors and SigLIP2 embedding quality complaints are related only by model family, not the same defect." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and ZeRO-3 index-out-of-bounds are unrelated training/loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The result is grounded in the packet and stays conservative overall. The accepted 43950/44534 pair is well supported by the titles, and the summary does not overclaim beyond that. The rejected soft-edge pairs are generally framed cautiously as different failure modes, model families, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399" + ], + "prepared_review_unit_hash": "17e1538b6ee53f4ae5379c398bdc6d3a47c487536fbc8f722446b1191416ae98", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37919, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clearly supported duplicate-like match is the SigLIP2 HF-vs-JAX discrepancy pair; most other soft pairs are false positives. In particular, the Qwen3.5 3D position_ids reports remain separate issues and should not be treated as a strong match.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the best umbrella representative: it describes a broad v5 tokenizer regression affecting multiple model families with concrete wrong-ID symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most representative cluster member because it captures the shared cross-model tokenizer regression theme without overfitting to one model-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and failure modes; both are dtype/attention-related but not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage errors, but the traceback and code paths differ enough to treat as separate bugs." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but this is too broad/model-diverse to be the same concrete underlying issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and load-time noise are unrelated symptoms." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is SigLIP2 embedding quality, the other is a generic tokenization-change report." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers/materialization, but one is generic from_pretrained corruption and the other is a specific model buffer init bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and worse embeddings are not clearly the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging vs missing model attribute during load are different issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but flash-attn packed-sequence crashes and CPU-offload incompatibility are distinct code paths." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Training-memory complaints in different subsystems; no shared concrete bug is evident." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and failure mechanisms; one is FSDP2 shared_kv_states rebuilding, the other is uninitialized rotary buffer materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 HF-vs-JAX implementation discrepancy causing degraded text/embedding behavior." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer loading UX issue vs model loading failure; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise and a specific model load failure are not duplicates." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape error and early-stopping metric handling are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "A noise/logging complaint is not the same as a concrete model loading failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is checkpointing ineffective and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from trust_remote_code config return is different from broad remote_code loading breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different DeepSpeed/FP8 failure modes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op failure and Gemma4 device-mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated model-loading problems." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different model import/load failure vs bitsandbytes parameter-construction incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two distinct model-loading failures with different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "A broad remote_code regression and a Gemma4 device-map bug are not the same concrete issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration edge case and remote_code breakage are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure mechanisms; no shared code-path bug is evident." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tied-weights warning are not the same issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance bugs, but the specific loops and APIs differ." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer regression are not clearly the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model load key error and flash-attn fallback checks are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary overreaches a bit: it highlights Qwen3.5 3D position_ids regressions as one of the \u2018strongest matches,\u2019 but that pair was explicitly judged non-duplicate in the soft-edge verdicts. The accepted SigLIP2 pair is grounded, and most false verdicts are conservative, but the summary should stay closer to the actual accepted matches and avoid implying stronger evidence for the rejected Qwen3.5 pair." + }, + "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": 5, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:36331|issue:41093", + "issue:42947|issue:45923", + "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:24643|issue:30064", + "issue:44863|issue:46402", + "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": "ddb13ca4a3f8c912216767ef2dfd89ffa23864850ca8a09c44e468381ddda612", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative cluster. I\u2019d accept only two duplicate pairs: the v5 docs/pipeline-removal reports and the `_is_hf_initialized` loading regression reports. The Whisper / `_torch_extract_fbank_features()` pair should be rejected because the packet does not show the same concrete bug.", + "confidence": 0.92, + "canonical_issue_reason": "44291 is the clearest canonical issue for the `_is_hf_initialized` loading regression: it states the shared TypeError directly and is broader than the bitsandbytes-specific symptom in 43872.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the best overall issue representative because it captures the root cause and likely subsumes the more specific loading failures around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different model families and describe different failures; same area is not enough to duplicate." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report v5 docs still referencing removed pipeline tasks after the pipeline removals; same documentation cleanup." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an lm_head tying bug and the other is a non-persistent buffer regression in from_pretrained; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` TypeError during model loading/init_empty_weights; 44291 is the more general formulation." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure vs `_is_hf_initialized`/bitsandbytes loading error; no shared underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The packet does not ground them in the same bug: 43792 is Whisper-large-v2 failing to run, while 44220 is about `_torch_extract_fbank_features()`; shared audio context is too broad." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `compute_loss` kwarg vs mask/tensor shape mismatch are different failures." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen, but one is missing weight conversion and the other is gradient averaging with GAS; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and likely different causes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures on Qwen variants, but the reports point to different models and no shared code-path evidence." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading/test failures; no clear duplicate signal." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under RLHF/position_ids vs flash_attention crashing on `s_aux=None` are unrelated bugs." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Similar IndexError wording alone is not enough; the reports lack shared model/code-path evidence." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video-input regression across Qwen model families vs Qwen3-vl-embedding StopIteration are related only at a very broad subsystem level." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but the titles indicate different models and different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor void segmentation map failure are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint-loading failure vs text encoder weights not loaded are different enough to avoid merging." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/BERT indexing error and torch 2.4.1 incompatibility are different problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support request vs autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/BERT indexing error and torch 2.4.1 incompatibility are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen/VL rotary-related behavior, but one is temporal position_id scaling and the other is uninitialized memory after `to_empty`." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one soft-edge rationale is not grounded in the packet: for issue:43792 vs issue:44220 it says \u201cBoth mention Whisper,\u201d yet issue:44220\u2019s title is only about `_torch_extract_fbank_features()` and does not mention Whisper. That makes the output imprecise enough to reject, even though the two accepted duplicate pairs look plausible." + }, + "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": 6, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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": "df7a0242f7e6518575fdc4f6a265e5ab5234801bbb54d54567dbebfb63d9807e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "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 regressions, with a few clear duplicate sub-pairs (notably two identical non-persistent buffer bugs, two custom-model-init bugs, and two SigLIP2 output-corruption reports).", + "confidence": 0.76, + "canonical_issue_reason": "issue:43644 is a clear, broad Transformers v5 regression with an exact duplicate (issue:44534) and a precise symptom that is easy to recognize.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the cleanest representative issue in the set: it describes a concrete, cross-cutting regression rather than a model-specific or environment-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version compatibility problems in different areas; no shared bug or code path." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated models and failures (Qwen3-VL video error vs MPS Int histogram issue)." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing export for a specific class vs meta-device loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading are distinct code paths/symptoms." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaks custom model initialization; notebook context is just a narrower manifestation." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention/position-id failures; not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5-related issues but the actual failures are unrelated (video StopIteration vs SFT embedding unpacking)." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Completely different topics (3d_parallel.py runtime vs GGUF gpt-oss support)." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map forwarding mismatch is unrelated to a generic torch incompatibility report." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." + }, + { + "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 failure and Gemma4 device placement are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: SigLIP2 inference produces bad/degenerate outputs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they concern different models and likely different validation rules." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert initialization failure is unrelated to tokenizer-mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: DeepSpeed zero3 empty-shard index error vs tokenizer-mapping failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared underlying code path; tokenizer mapping vs tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is inference output corruption and the other is documentation/example issues with quantization/model-processor mismatch." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Identical underlying bug: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same broad ecosystem but different concrete failures and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is stale config dtype after from_config; different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar symptoms around loading specific models, but not enough evidence they share the same root cause." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and failures (Qwen3-MoE LoRA vs Gemma4 resize_token_embeddings behavior)." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are distinct bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 problems: ZeRO-3 weight loading vs incorrect save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-specific issues (GraniteMoEHybrid invalid method call vs Nemotron example breakage)." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related v5 regression theme, but one is buffer corruption and the other is custom model initialization in notebooks; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and different tokenizer/load failures." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but different issue scope: example errors vs actual inference corruption." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43644 is supported by the identical duplicate issue:44534, and the accepted soft pairs are reasonably justified by title-level evidence. I don\u2019t see any 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": 7, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:43856|issue:44387", + "issue:43854|issue:43931", + "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:43425|issue:43957", + "issue:43404|issue:43454", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "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": "b8febc961db6abd27fd481f3cd9d7c490f452e286ff3918aafff359f0a2b1caa", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37365, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly not a true duplicate set. The only tight duplicate pocket is around `resize_token_embeddings` failing to propagate to nested embeddings/output heads in Gemma4/T5Gemma variants; most other issues are unrelated model-loading, quantization, checkpointing, tokenizer, or device-mapping bugs.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45276 is the clearest anchor for the one real duplicate family here: `resize_token_embeddings` not updating nested embedding/output modules. It is more complete than the generic follow-up reports and best represents that specific regression.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the best overall issue in this cluster because it has the broadest concrete reproduction of the resize-token-embedding propagation bug and sits at the center of the only accept-worthy duplicate pocket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offload/quantization pain, but they describe different failure modes and code paths; not the same underlying bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation is unrelated to optimizer SGD args being ignored." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different issues: one is Qwen3 MoE training memory usage, the other is int4 quantization CUDA reserved-memory/OOM behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but they involve different models and distinct load-time failures." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same bug as GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x vs hf5.x incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different concrete bugs: LoRA checkpoint compatibility vs Qwen3-VL shape-mismatch on load." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model and different lifecycle bug: GLM5 loading vs sinq save/load corruption." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors/code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing `_tokenizer` are unrelated runtime failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state is a different problem from init_empty_weights passing `_is_hf_initialized`." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` fails to update nested embeddings/output heads across composite model variants (Gemma4/T5Gemma)." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention-related code, but one is a Qwen3.5 packed-sequence misinterpretation and the other is an `s_aux=None` crash on sink-less models." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve weight tying, but they are different models and different manifestations; not a single duplicate bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "The reports both concern token/vocab loading, but one is about out-of-vocab special tokens and the other is a specific model failing to load." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference token leak are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc-example errors and GLM5 model-loading issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory-related, but one is offloading not working and the other is int4 CUDA reserved-memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper pipeline return_language regressions are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but the root causes are different and not mergeable as one fix." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and symptoms: NVFP4 load failure vs MXFP4 fallback to bf16." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 inference leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap OOM avoidance are different loading mechanisms with different fixes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both reference gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids eval-mode use; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the broken official Nemotron example are related only at a high level, not the same concrete defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression family; the generic output_embeddings report is a narrower instance of the Gemma4 failure." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram error in MoE is unrelated to the Nemotron example being broken." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling and mmap OOM avoidance are distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate pocket is the resize_token_embeddings propagation regression family centered on issue:45276, and the rejects mostly avoid over-merging unrelated load/quantization/checkpointing/tokenizer reports. The summary stays within the packet evidence, and the accepted pairs look mergeable into one fix." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:45684|issue:45698", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "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": "7e8e2cf01443126303b009e78e163f05d4729b6a1d6ce7aedc0041cfa9b5cb26", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36865, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous v5-regression issues across tokenization, model loading, training, and docs; only one soft duplicate pair looks convincing.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45812 is the strongest representative of the recurring v4\u2192v5 tokenizer regression theme and is concrete enough to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: video-input regression for Qwen VL models vs strict-config loading for granite_speech." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and different code paths (unit-test load failure vs save_pretrained checkpoint correctness)." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load of custom models, but one is about read-only permission propagation and the other about loading the wrong custom module; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-family similarity only; one is BPE marker handling, the other is continue_final_message behavior on mistral_common tokenizers." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: custom model initialization in notebooks vs resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: output-side embeddings are not updated, with t5gemma showing the same regression in decoder.embed_tokens." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve model save/load, but one is notebook custom-model initialization and the other is extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different dtype/device regressions: autocast mismatch for Phi-tiny-MoE vs meta-device loading breakage for some models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: Torch 2.10 compatibility vs a model-specific autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but the concrete bugs differ and no shared failing code path is evident." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Same broad tokenizer area, but one is wrong token IDs for Granite models and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression vs encode\u2192decode whitespace regression; different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization-version-change report are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression vs custom-model initialization in notebooks; different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue vs Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to compile-non-template-nodes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue is not the same bug as a PagedAttentionCache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape mismatch are different problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures and code paths; no concrete duplication." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different removed/deprecated pipeline topics." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility vs Qwen3.5 embedding unpacking with trl SFT trainer." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return issue and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 inference quality issue and ModelOutput key assignment bug are different underlying problems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated loading errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays conservative, and the only accepted soft pair (issue:45292 / issue:45335) is well supported by the shared resize_token_embeddings failure. The rejections are generally cautious and tied to distinct model/code paths. No clear overstatement from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:43596|issue:44683", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "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:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:42915|issue:44530", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "d2c5a3ff17513afd11976642084f7cc85060b646853ce844b5f3e346a9fb2b75", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "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 dominated by distinct Transformers v5 regression reports, mostly around model/tokenizer loading or initialization. None of the soft pairs look like true duplicates of the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a general Transformers v5 custom-model-initialization regression. It sits near several other loading/initialization breakage reports, but is still the most umbrella-like issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is generic, version-wide, and closest to the shared theme of v5 regressions affecting model construction/loading.", + "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 version-loading regression and the other is a weight-shape mismatch for a different model; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (masked LM predictions vs loading a specific tokenizer)." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "These are unrelated: DeepSpeed ZeRO3/BertModel indexing versus torch>=2.9 compiled flex_attention failure." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "One is about save/load breakage for quantized models, the other is a tokenizer behavior bug with mistral_common; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Both touch save/load or config handling, but one is extra_state serialization and the other is AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as the mistral_common tokenizer bug; different scope and symptoms." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for different models and different failure causes; one ignores tokenizer.json, the other crashes in a Mistral regex patch." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling and a video input regression are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a tied-lm_head weight bug in Mistral3 are separate failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading problems for different models; the sleng-bert case is not the same as the Mistral regex crash." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping failures and flex_attention compilation failures are unrelated subsystems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language behavior and CamemBERT masked LM predictions are unrelated model-specific bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading failures for specific models, but the affected models and root causes differ." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer loading/behavior, but the first is AutoTokenizer ignoring tokenizer.json while the second is a DeepSeek-Coder regression tied to a prior fix gap." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; same theme, different bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention rotary/CPU movement, but one is XLNet positional encoding on CPU every forward pass and the other is Qwen3.5 MoE rotary embedding offload compatibility." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and a template-compilation TypeError are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text encoder weights not loading are different model-loading regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated v5 issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name collision in T5 and Qwen3 MoE FP8Config failure are different model/tooling bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures for different repositories; not the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality regression and tokenizer post-processor update behavior are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure and template-node compilation failure are different runtime/compiler issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in an extra install and an unknown tensorflow_text backend mapping entry are related only at a high level, not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and PagedAttentionCache linear_attention crash are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad v5 regressions, but one is buffer initialization corruption and the other is custom model initialization; not the same concrete 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": 10, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:43646|issue:44534", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43404|issue:44466", + "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:42915|issue:44589", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "7632957dd0d368e41d7e993b6f3e9c2b4310cbeda00bfbd2e1f80368a54890de", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37686, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and the soft edges are largely false positives. The only clear duplicate-like pairs are the GGUF loading regression reports and the Qwen3.5 save_pretrained serialization reports.", + "confidence": 0.79, + "canonical_issue_reason": "43452 is the broadest, most general regression here: it captures the generic GGUF loader breakage that also explains the more specific Qwen2.5-GGUF failure in 43482.", + "canonical_pr_reason": null, + "best_issue_reason": "43452 is the best representative issue because it is model-agnostic and describes the core from_pretrained/gguf_file regression, making it a good anchor for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is about skip_special_tokens in batch_decode and the other about empty-transcription handling after align_special_tokens; different symptoms and likely different fixes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but 44206 is specifically an unsupported center arg regression while 44220 is too generic to confirm the same underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "One is a Molmo tied-weights attribute error; the other is a tokenizer loading failure for a specific model. No shared code-path bug is evident." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "These concern different multimodal/tokenizer paths: multi-image iterable fine-tuning versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "A T5Tokenizer special-method conflict and a Jupyter/custom-model initialization regression are distinct issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF loading regressions in v5; 43452 describes the generic loader breakage and 43482 is a concrete Qwen2.5-GGUF manifestation." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "These involve different failure modes: gpu+cpu offload with dequantized models versus GGUF loading for Qwen2.5." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: template-node compilation error versus GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions on v5, but they affect different artifacts and likely different loader paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation under compiled forward is unrelated to StaticCache.get_seq_length returning a tensor instead of an int." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and MIMI batched-vs-single padding-mask divergence are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are separate regressions." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading for GraniteSpeech is unrelated to continue_final_message tokenizer behavior." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "These are different v5 regressions: notebook/custom-model initialization versus buffer serialization corruption." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "A missing all_tied_weights_keys attribute in Molmo is not the same bug as loading a specific tokenizer/model package failing on v5." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise and a Mistral regex patch crash are different issues with different failure points." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the template compilation error in 45084." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tying bug and the other is a device-dependent serialization inconsistency; not the same concrete defect." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different bugs: output_hidden_states handling versus rope index scaling for still images." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are separate vision pipeline issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask inconsistency and DAC from_latents vs forward STE mismatch are different codec/model correctness bugs." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup and num_input_tokens_seen not updating are unrelated TrainerState/Trainer behaviors." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A specific model-loading failure for sleng-bert does not match a Mistral tokenizer regex-patching crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "These are different loading regressions affecting different code paths and model families." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache sequence-length type mismatch are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 configuration failure for Qwen3Moe and init_empty_weights rejecting _is_hf_initialized are distinct initialization errors." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to OmDet-Turbo's processor image-size mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "An fbank feature-extraction issue and compiled flex_attention failing on torch>=2.9 are different subsystems." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "A tokenizer method-name conflict and a KeyError when loading MobileLLM-125M are not the same underlying problem." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained serialization bug: incorrect checkpoint contents/visual encoder keys persisting across versions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and the soft-edge calls stay conservative. The GGUF pair (43452/43482) and the Qwen3.5 save_pretrained pair (45216/45357) look like plausible same-bug clusters from the titles alone, and the other pairings are reasonably rejected without overclaiming shared root cause. The summary is cautious and consistent with the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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: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:43611|issue:44534", + "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "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: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:44462|issue:45812" + ], + "prepared_review_unit_hash": "b348e060afeee97eb722a51564c65ff0ba523c1481feee05b7a0d33a5fd8ce5c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped by soft similarity. The only convincing duplicate pair is the tokenizer.json / wrong-token-IDs regression affecting Granite models; everything else looks like distinct bugs or regressions in different code paths.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45812 is the strongest canonical issue: it is the broadest tokenizer regression in the set, has inbound references, and matches the underlying tokenizer.json / wrong-token-ID symptom more directly than the narrower repo-loading report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative for the cluster because it is broad, user-visible, and likely to subsume the related tokenizer-loading symptom in 44462.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL video/position logic, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs tokenizer performance regression; different symptoms and likely different fixes." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer load error and Qwen3 device-map CUDA assert are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy transformer loading messages are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading breakage and non-persistent buffer junk initialization are distinct regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same bug as the Qwen2.5-VL still-image rope-index scaling issue." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not clearly the same code-path bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "A logging/noise complaint is not the same as a tokenizer-loading failure." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen VL training, but one is multi-GPU training and the other is multi-image prompt finetuning; too broad to treat as duplicates." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different symptoms and fixes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction and missing supports_gradient_checkpointing flag are related to the area but not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different TypeErrors from different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor sync and mdeberta add_special_tokens BOS/EOS behavior are related only broadly, not clearly the same concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image finetuning are different features and failures." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading and Qwen3 MoE training memory usage are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow backend packaging, but one is the torch extra missing TF support while the other is a tensorboard-without-TF runtime backend error; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issue and Sam3Model text-encoder loading issue are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights/_is_hf_initialized are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both touch degenerate training/loss, but one is tied to flash_attention_3 and the other to problem_type=num_labels=1; different root causes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "These look like the same tokenizer regression: ignoring tokenizer.json would produce the wrong token IDs reported for Granite models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: most pairwise rejections are well-justified as different models/code paths, and the only accepted pair (44462/45812) is a plausible shared tokenizer regression rather than an overclaim. The choice of 45812 as canonical is also supported by its broader Granite-wide impact and inbound references." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:34634", + "issue:35707", + "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:43818", + "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:45357", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "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:45325|issue:45381", + "issue:40444|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:44186|issue:44265" + ], + "prepared_review_unit_hash": "b42717f1cd88b2472982abb090430f390d780b7b303ad6d7c6a64f0466171f13", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36758, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: unrelated model-loading, tokenizer, video, audio, device-mapping, and export failures. I don\u2019t see any soft pair that safely merges to the same concrete bug/change, so all soft edges are rejected. The broad open tokenization issue is the best overall representative of the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45701 is the broadest, still-open item in the set and has the most cross-reference activity, so it works best as the representative issue for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general and central issue here (version-dependent tokenization changes), making it the best issue-level anchor despite the cluster not being a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different subsystems and failures: MIMI encoder padding-mask batching vs Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal, but one is about Video-LLaVA tower weights/temporal attention and the other about Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: non-persistent buffer serialization vs ModelOutput key assignment semantics." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve v5 model loading, but the concrete bugs differ: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export failures with torch_compilable_check are not the same bug as bf16 dtype mismatches in specific models." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend dependency issue versus a model-load failure in PaddleOCR-VL; no shared underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge safely." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset with multiple images per prompt is a different failure mode from video vision_position_ids." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper inference failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL temporal position-id scaling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different issues: FP8 config failure for Qwen3Moe vs GGUF loading regression for Qwen2.5." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is not the same as dtype mismatches during bf16 inference." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument mismatch and strict config loading are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model regressions, but one is Qwen video-input behavior and the other is Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failure with torch_compilable_check are different code-path bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a causal LM and Whisper empty-transcription generation failure are unrelated." + }, + { + "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": "Two separate model-loading failures for different models with no shared concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeds/past KV is unrelated to a CUDA assert in Qwen3 device mapping." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight loading/serialization issue is unrelated to Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export 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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "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:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43065|issue:46402" + ], + "prepared_review_unit_hash": "0b52291867d079c7814b25807e7a4c96744057d9c31ff48ec59ef97cd8433169", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "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 bug reports, with a loose concentration around loading/offloading/quantization regressions; none of the soft pairs are close enough to merge as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "Issue #43873 is the broadest and most central representative of the cluster\u2019s dominant theme (offloading/quantization regressions) and best fits the shared failure mode seen in several neighboring reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is a strong cluster anchor because it targets the same high-level code path as several nearby issues and is broad enough to represent the recurring offload/quantization problem space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs in different code paths: CPU-offload device mismatch vs DAC latent/forward mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal issues, but one is a SigLIP2 docs example problem and the other is a Qwen2.5-VL iterable dataset failure." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but they affect different models with different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A sliding-window mask off-by-one is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor issues: padding-mask batching bug vs image size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific BOS/EOS special-tokens bug and the other is a broader wrong-token-id regression." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying corruption and bf16 dtype mismatch are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion during accelerate/deepspeed loading is not the same as a missing gradient-checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related theme, but not the same concrete bug: dequantized model offload failure vs broader offloading-with-quantization report." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer marker handling is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both concern input handling, but they are different models and different failure mechanisms." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity/benchmark behavior is unrelated to LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/serialization bugs: tied weights vs packed-weights unpacking." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx config field is not the same as failing to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A loading segfault and a save/load quantization regression are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM loading and non-persistent buffer initialization are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and different crash signatures; not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization-related, but one concerns lm_head weight consistency and the other visual encoder keys." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image label reduction and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption and early-stopping metric resolution are separate training-loop issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading regression are different problem areas." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family reports, but one is device-map crash and the other is flash-attention generation behavior." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different memory issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API keyword mismatch is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer loss signature breakage is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate regressions." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder convolution and missing text-encoder weights are different SAM3 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": 14, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:40990|issue:45701", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:43577|issue:43708", + "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:44423|issue:45406", + "issue:42915|issue:43317", + "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:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:28530|issue:30064", + "issue:33357|issue:35707" + ], + "prepared_review_unit_hash": "d0e242213171519f687df31118c5bf0941c07e9df27c9a283f92602f60c0229d", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the pairings are mostly broad subsystem similarities, not the same concrete bug. If one issue must serve as the cluster representative, issue:45701 is the broadest and most referenced open report, but it is not a duplicate of the others.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45701 is the most representative hub by breadth and inbound references, so it is the best single issue to anchor the cluster despite not matching the others as a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Open, broadly framed, and one of the most referenced reports in the set; it is the most plausible triage anchor, even though the surrounding issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: video processor batch-shape output vs a tokenization/version-change report." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: LayoutLMv2 tokenizer crash vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a model/eval setup is not the same as a tokenization-change report." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are model loading/runtime failures, but one is SDPA+torch.compile and the other is accelerate packed-weight unpacking." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Separate failures: Qwen3 auto device-map cuda assert vs a 3d_parallel.py execution problem." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated: BLIP2 dtype propagation vs resume_from_checkpoint/max_steps calculation." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different issues in the same family: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma bugs: variable name collision in forward vs device_map='auto' PLE device mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/offload related, but one is torch.compile+SDPA and the other is CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different processors and symptoms: tokenizer crash on NER/padding vs OmDet input-size mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision input-shape problems, but one is processor output size and the other is classification with interpolate_pos_encoding." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer API access; the other is a tokenization-change report without the same failure mode." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve-time multimodal crash vs Gemma4Processor missing _tokenizer; different attribute failures." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both mention model loading, but one is FineGrainedFP8Config and the other is dequantized model offload to gpu+cpu." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different filesystem concerns: cache-path collision vs permission propagation from source files." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a failing script run." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both touch parallelism, but one is device-map cuda assert and the other is tensor-parallel-only support for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 model failure is unrelated to kernels dependency version/revision import errors." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: masked LM prediction regression vs recurrent-state reset with cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task issues, but they involve different tokenizer classes and different failure mechanisms." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to a Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different concrete failures: Qwen3Moe FP8 config vs Llava Next loading segfault." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is an API discrepancy and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3Omni/Qwen3VL video vs weight_only loading problems; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Training early-stopping logic is unrelated to image processor void segmentation-map handling." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different runtime failures: Mac bus error with a CLIP model vs progressive generation with inputs_embeds/past_key_values." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43873", + "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:46402" + ], + "soft_pairs": [ + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "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:44987|issue:45042", + "issue:44514|issue:44545", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:39692|issue:44610" + ], + "prepared_review_unit_hash": "a0a37ea827f2b0101a88965a669baaf257eaf1461ee32942d18057b5f268b2a1", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous rather than one duplicate set. The only accepted soft edge is the near-duplicate Qwen2_5_VLProcessor crash pair (44514/44545); the rest are distinct bugs, models, or code paths.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it has a near-duplicate in 44545 and the report is specific and well-scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative issue in the set due to the near-duplicate report in 44545; otherwise the cluster is too diverse to have a broader canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer bugs, but one is slow/fast behavior inconsistency and the other is a T5 tokenizer load conflict; different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: Bamba torch.compile/SDPA vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading and a T5 RMSNorm memory leak are different code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to tokenization changes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A docs typo in cache strategies is not the same issue as stale pipeline task docs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen-related, but one is sliding_window MoE behavior and the other is composite config unwrapping in from_config." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both touch multimodal save/load, but visual encoder key saving and text encoder weights loading are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to BigBirdTokenizer mask token registration." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and multimodal token counting video-branch NameErrors are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated trainer behaviors." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but different models and different tokenizer/model loading issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window MoE behavior is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are distinct Qwen3.5 issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve num_labels/classification, but one is config propagation and the other is degenerate loss behavior across models." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are unrelated model bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer constructor bug, not the same as ScandiBERT loading failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Qwen3.5 config unwrapping are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-duplicate reports of Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer flows, but one is Qwen3.5 input-embedding unpacking with TRL SFT and the other is evaluate-after-train behavior." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs errors and OmDet-Turbo processor/model size mismatch are different multimodal issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, but the canonical-issue rationale is slightly overstated: 44514 and 44545 are near-identical reports, not an exact title match. Please soften that wording to \"near-duplicate\" or \"near-exact duplicate.\" The soft-edge verdicts themselves are conservative, and the single accepted pair (44514/44545) looks justified." + }, + "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": 16, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "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:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "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:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:43746|issue:46050", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:42886|issue:44843", + "issue:43782|issue:45381", + "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:43653|issue:43720", + "issue:43540|issue:46294", + "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" + ], + "prepared_review_unit_hash": "9f1b0bb53c9523fb20c1d62d54edb221b93ce968deca303c7c5ca50c875bc16a", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37993, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false positives across unrelated bugs. I kept issue:45081 as the strongest anchor for the tokenizer-regex cluster, but I do not merge it with issue:45356: the overlap is too broad and the evidence only supports a related regression family, not the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45081 is the most concrete and actionable report in the set, tied to a specific `_patch_mistral_regex` crash path with a clear repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best issue candidate because it names the exact failing helper and a specific tokenizer-loading crash, making it the clearest anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: eval-mode gradient-checkpointing restrictions vs. abnormal gradient growth during ZeRO-3 training." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both mention token IDs/special tokens, but one is runtime post-processor syncing and the other is save/load config loss." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5 RMSNorm memory leak vs. missing gradient-checkpointing metadata on a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are load/save problems, but the concrete failures differ: PEFT local checkpoint loading vs. quantized sinq persistence." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different scopes and code paths: Qwen3-MoE sliding_window behavior vs. Jupyter custom-model initialization regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different failures in unrelated areas: Qwen3 device-mapping crash vs. T5 norm leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different model/path: T5 RMSNorm leak vs. Qwen3 MoE rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both hit offline/cache-related behavior, but one is cache loading and the other is a Mistral-regex patch calling `model_info()`." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: Qwen3VL weight-only load error vs. qwen2.5-vl video position-id mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different bug classes: incorrect cache behavior in Mamba2Mixer vs. an error-message validation issue in T5." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: Gemma-4 FSDP2 shared-state rebuild bug vs. missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer-special-token issues, but the concrete failures are different: runtime post-processor updates vs. BigBird mask-token registration." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 pipeline output issue vs. CamemBERT masked-LM regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a documentation/example bug plus quantization failure; the other is a broader quantization/offloading behavior report." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading scenarios: PEFT checkpoint loading vs. quantization/offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both touch tokenizer handling, but the concrete failures are different: post-processor updates vs. LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated index/initialization bugs in different components." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related Mistral/Kimi tokenizer-regression family, but the reports describe different concrete failures and the evidence is not strong enough to call them the same duplicate." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different domains: image segmentation processing vs. a transformers import regression." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different code paths: Mistral/Kimi tokenizer regex handling vs. hub revision forwarding in `list_repo_files()`." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different BitNet accelerate-loading issue vs. DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs. BitNet packed-weight unloading; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal/video models, but the concrete issues are different: Qwen3OmniMoe video processing vs. Qwen3.5 video chat-template token/feature mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different problems in unrelated code paths: fbank feature extraction vs. add-new-model-like mapping failure." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-loading/input issues, but one is a processor.tokenizer regression and the other is a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different regressions: missing CLIP attentions assignment vs. changed RTDetrV2 outputs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different inference issues: Bamba torch.compile/SDPA bug vs. dtype mismatches in other models." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-argument conflict vs. model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated model/runtime bugs with different failure modes and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and failures: video-input processing vs. Gemma3n variable-name collision." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model/input issues: LayoutLMv2 tokenizer crashes vs. Perceiver non-default-resolution image classification failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different topics: Qwen3-MoE sliding-window behavior vs. trust_remote_code config field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs in different components: BigBird tokenizer special-token handling vs. DAC latent conversion mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it is not conservative enough on the Mistral tokenizer pair. The packet marks issue:45081 vs. issue:45356 as deterministic_accept=false, yet the analyst set that soft-edge verdict to accept=true and described them as the same underlying regression family. That overstates the evidence. The rest of the pairwise rejections look cautious, but this one mismatch is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43950", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44843", + "issue:44877", + "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:46512" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:39692|issue:45834", + "issue:43950|issue:45987", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:43582|issue:46512", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:43540|issue:45381", + "issue:44805|issue:44936", + "issue:43577|issue:43818", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "39b649ad31cd1a2f0b652ec4eaef13cfe14e86dfaf0256c0f9130a9fba8c23d6", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35554, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like superficially related but distinct bugs; none appear to be the same underlying issue or mergeable into one fix. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is warranted here: the items span unrelated subsystems and the soft links do not indicate true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue for deduplication; issue 44843 is the most concrete standalone report, but it only covers its own Mistral/offline regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failure modes: sparse-layer config bug vs RoPE layer-drop complaint." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict-config rejection for granite_speech." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated subsystems: image processor segmentation maps vs trainer compute_loss signature mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same Mistral regex patch area, but different concrete bugs: offline model_info call vs backend_tokenizer AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different components and symptoms: Qwen3 device-mapping CUDA assert vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault in Llava loading is unrelated to MPS histogram/int errors in moe code." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading issue is unrelated to the template compilation TypeError." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error-message bug vs degenerate zero-loss classification bug; different code paths and fixes." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering on tuple labels is unrelated to Mamba2 use_cache corruption." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Dtype mismatch between preprocessor/model is unrelated to Gemma3n's variable-name collision crash." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/model mismatch and quantization example errors are unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are dtype/contract-adjacent, but one corrupts non-persistent buffers and the other returns the wrong shape from get_seq_length()." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing for a different tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions in v5, but they affect different models with no shared code-path evidence." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption is a different regression from FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen video-input regression vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they hit different models and different bugs (processing ValueError vs wrong vision_position_ids)." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is unrelated to trainer.evaluate failing after train()." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are different problems." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation 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": 18, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "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:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:43421|issue:44811", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "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:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:45372|issue:46326" + ], + "prepared_review_unit_hash": "fbf557b422cdc89dc47c7018ef52a32b0f3f7c0eec37a58ab20342fc145f91de", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35325, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated regression reports across tokenization, processors, loading, dtype, and environment-specific failures. I did not find any soft pair that looks like the same underlying bug or change, so I rejected all duplicate candidates.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents this cluster: the items span many different code paths and failure modes rather than one duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set, but it is still too generic to be a strong canonical duplicate target for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline-related behavior, but one is an error-message/feature-support complaint and the other is a model output quality issue; different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing updates are not the same as Whisper batch_decode ignoring skip_special_tokens; different tokenizer code paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and kernel import/version failure are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template mismatch and T5 decoder-input validation error are different models and different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code/trust_remote_code breakage, but the concrete causes differ (removed helper vs broader compatibility breakage)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet and bfloat16 dtype mismatch are separate problems." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache sequence-length return type bug and text_kwargs/return_tensors handling bug are different API issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra space after added token is a specific tokenizer regression; inconsistent slow/fast tokenizer behavior is broader and not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Error-message wording and documentation references around pipeline removal are related contextually but not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and init_empty_weights unexpected-argument error are different loading paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and generic tokenization changes are not the same concrete defect." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Torch backend install packaging and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug affect different models and code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug and CustomTrainer.compute_loss signature break are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIPTextModel structure inconsistency are different issues in different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and DAC.from_latents forward-pass mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output mismatch are different model/processor regressions." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer crash are different attribute/path failures." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading KeyError and generic remote_code breakage are not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning across layers and repeated tie_word_embeddings warning during LoRA fine-tuning are not the same defect." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError and CLIPTokenizer max-length constant issue are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and continue_final_message behavior for mistral_common tokenizers are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "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:46209", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43906|issue:46209", + "issue:44589|issue:45042", + "issue:43526|issue:44554", + "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:43720|issue:44610", + "issue:43746|issue:44811", + "issue:43531|issue:45042", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43643|issue:45759", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43749|issue:44756" + ], + "prepared_review_unit_hash": "49c9de98f0c9e4800276ba9578bd0b2ee3d49ab603dd5c06c8f4ddfa7d3e4f0d", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are heterogeneous and do not describe the same underlying bug/change. They span different models, APIs, and failure modes, so all candidate duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone report here: it has the highest discussion/inbound-reference activity and a clearly described, high-impact loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "One is an isolated reproduction of issue 38071; the other is an FP8 inference failure on B200/SM100. Different bugs and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error versus PIL backend image processors incorrectly requiring torchvision. Unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug versus an MPS attention correctness issue. Different subsystems." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined variables in multimodal video token counting versus stale auto_mappings references to removed Sam3LiteText configs. Not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error in non-pretrained BERT training versus trainer.evaluate() failing after train(). Different regressions." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling breaks from_pretrained loaders, while the tokenizer issue is specific to EMBEDDIA/est-roberta. Different load paths and causes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure versus MXFP4 quantization fallback on git-oss-20b. Different models and failures." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error versus Jupyter notebook custom-model initialization breakage. Different API breaks." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents mismatch due to missing STE versus DiaConfig losing custom token IDs on save/load. Different model behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed versus undefined helper variables in multimodal video token counting. Not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in the torch extra versus pipelines import failing on kernels v0.15 version/revision requirements. Unrelated dependency issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin versus CustomTrainer.compute_loss() receiving an unexpected kwarg. Different API surface and symptom." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed BitNet weights not unpacked during accelerate loading versus OmDet-Turbo processor/model input-size mismatch. Different bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens being ignored. Different processors and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug versus PIL backend requiring torchvision. No meaningful overlap." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 versus OmDet-Turbo input resolution mismatch. Different vision issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory/OOM regression versus Sam3Video OOM. Both memory-related, but not the same underlying cause." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors versus git-oss-20b MXFP4 loading fallback. Docs/example bugs are unrelated to quantization loading." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure versus Qwen3.5 flash-attention generation bug. Different models and failure modes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Exception handling around protobuf decode versus a bare except in FuyuBatchFeature.convert_to_tensors(). Similar theme, different code and symptom." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local path trailing-slash import warning versus Qwen3 MoE accelerate/deepspeed conversion problem. Different loading issues." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill recompilation from cache lazy init versus max_cache_length only honored for Quantized Cache. Related area, but not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A nonspecific request ('ADD THE DATA') versus an isolated reproduction of issue 38071. No duplicate relationship." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig.from_pretrained with trust_remote_code dropping fields versus AutoModelForCausalLM.from_config not unwrapping text_config. Similar domain, different API behavior." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template defaulting to 16kHz versus Whisper batch_decode skip_special_tokens handling. Different processor methods." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure versus GPT-oss-20b CUDA OOM. Completely different issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video-patch helper variables in token counting versus a broader video-input regression affecting multiple Qwen VL/MoE models. Different concrete bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helpers in multimodal token counting versus batched video processor shape errors. Related to video, but not the same failure." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue versus Qwen3-VL-30B-A3B weight-shape mismatch. Same family name, different model and bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression versus mmap disablement to avoid OOM on Strix Halo. Different loading/memory 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": 20, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "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:43454", + "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: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:43454|issue:43577", + "issue:42915|issue:43742", + "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:44568|issue:45356", + "issue:43404|issue:45127", + "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:42175|issue:43824", + "issue:43577|issue:46512", + "issue:43317|issue:45538", + "issue:28282|issue:34689", + "issue:43452|issue:43582", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:28282|issue:29127", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:44987|issue:45907" + ], + "prepared_review_unit_hash": "30bdfee10f742ad8233e0959a7aa83b4f25d5c035e335b55bce84077c8f2fa2f", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37358, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous grab-bag of unrelated tokenizer, model-loading, dtype, video, and distributed-training issues. No pair is a clear duplicate; the only plausible umbrella is a broad tokenizer/version-regression report, but even that is a weak fit.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45701 is the broadest, most umbrella-like report here (version-dependent tokenization changes), so it is the least-bad canonical issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general and still-open issue, making it the best representative anchor for this otherwise fragmented set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different bugs: lm_head weight tying in Mistral3 vs dtype propagation in Blip2/Qformer." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures in different models: FineGrainedFP8Config vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the concrete code paths and models differ (bark-small device mismatch vs Qwen3_5Moe rotary embedding)." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated issues: init_empty_weights/_is_hf_initialized handling vs PIL backend image processors requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting is unrelated to the GPT-OSS perplexity regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: missing pad_token_id on Llama4Config vs kernels v0.15 revision/version requirement." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen updates." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different root causes." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different bugs: Mistral3 weight tying vs LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model on >=5.1.0 is unrelated to CLIPTokenizer's model_max_length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: DiaConfig token IDs lost on save/load vs MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and symptoms: RTDetrV2 output change vs Qwen3.5 save_pretrained key mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to kernels import/revision handling." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to the generic tokenization-change report." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue for TensorFlow is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is incorrect module weight dtype and the other is stale config dtype after from_config()." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer's model_max_length." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading failures are unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken construction error is not the same bug as loading the EMBEDDIA/est-roberta tokenizer." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: MobileLLM key error vs init_empty_weights unexpected argument." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: CUDA assert during auto device mapping vs video-input processing ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they are different models and distinct failure modes (ValueError vs StopIteration)." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related theme, but one is a broad multi-model video regression and the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as one duplicate." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box-information validation." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they target different models and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding 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": 21, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "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: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:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:44737|issue:46463", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:27957|issue:28282", + "issue:43577|issue:45072", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:43906|issue:46468", + "issue:45042|issue:45081", + "issue:44568|issue:46491", + "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43404|issue:45987", + "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" + ], + "prepared_review_unit_hash": "b8e2a75d58be69766dc31a54d7045a827fb3f76e950a5efd618311c58aa67ce7", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only the two SigLIP2 reports look like the same underlying bug. The other soft pairs describe different models, different code paths, or different failure modes and should stay separate.", + "confidence": 0.8, + "canonical_issue_reason": "Issue #43994 is the clearest canonical for the one true duplicate pair (#43493/#43994): both describe the same SigLIP2 regression, and #43994 is the broader user-facing report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45920 is the most generally representative issue in the cluster overall: it is open, recent, and describes a broad tokenizer regression affecting multiple models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention SigLIP-related failures, but one is a zero-probabilities inference bug and the other is a Perceiver image-classification resize/interpolation issue; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training shape error vs tokenizer fast/slow inconsistency; unrelated subsystems." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend dependency complaint vs a model-loading failure for a specific checkpoint; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3-base and the other is a LlamaTokenizer pre-tokenizer override affecting DeepSeek; different failures." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation bug vs T5 decoder input validation error; no shared code-path." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation regression producing incorrect outputs; #43493 is the HF-vs-JAX diagnostic and #43994 is the broader user-facing symptom." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during empty-weight loading vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState counter not updating vs CustomTrainer signature break; different trainer internals." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs Smollm3 RoPE-layer count regression; unrelated model-specific bugs." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs missing-PyTorch ImportError; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different forward/loading paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword duplication vs `_patch_mistral_regex` crashing on `backend_tokenizer`; distinct tokenizer bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal load failure; different checkpoints and failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an older issue vs a broken Nemotron example; not enough evidence of the same underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend now requiring torchvision vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mdeberta special-token insertion bug vs CodeLlama leading-space round-trip regression; different tokenizer semantics." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image-processor label reduction bug vs sequence-classification zero-loss bug; different components." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation issue vs flash-attention sinkless-model AttributeError; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error vs missing Float8 storage object; unrelated load/runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer regression vs Qwen3.5 kernel registration error; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs StaticCache return-type bug; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Version-pin complaint for peft vs stale auto_mappings references; different maintenance issues." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs a reproduction of another issue; no shared underlying defect." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key mismatch vs broad AutoTokenizer token-id regression across many models; different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The representative issue choice (issue:45920) is defensible because it is open, recent, and broad. The canonical issue choice for the only clearly duplicate pair (issue:43493 / issue:43994) is also supported. The soft-edge verdicts are appropriately conservative overall, and I don\u2019t see any overstated evidence or mergeability problems." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:45200|issue:46463", + "issue:28282|issue:32090", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:28282|issue:33357", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:43295|issue:45356", + "issue:43577|issue:43697" + ], + "prepared_review_unit_hash": "26575c6a6cb09647d8647fa03a4842ec07c0fa9eb6c3f2371b62291e169cf6c9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issue reports across tokenization, config, loading, and trainer paths. The closest pair is 44466/45005, but the evidence is only title-level and should be treated as a likely related tied-weights/save_pretrained regression, not a confirmed duplicate.", + "confidence": 0.73, + "canonical_issue_reason": "If this cluster is anchored anywhere, issue 45005 is the best anchor because it is the broadest tied-weights/save_pretrained report; 44466 reads like a narrower device-dependent symptom, but the linkage is only suggestive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45005 is the strongest overall issue candidate because it describes the broader v5 tied-weights regression and can plausibly subsume 44466 if the pair is treated as related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but the bugs differ: GPTNeoX rotary_pct reload vs RoPE validation of a JSON-loaded list." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs and code paths: Qwen3.5 num_labels propagation vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and failure modes: BitNet packed-weight loading vs Perceiver interpolation/image-classification failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems and symptoms: RTDetrV2 output divergence vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but the underlying problems differ: trust_remote_code field loss vs a specific missing field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension runtime error and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate() after train are unrelated code paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different models and defects: Gemma 4 mm_token_type_ids handling vs T5 decoder-input validation messaging." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel missing PyTorch import failure and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading and sinq quantized save/load breakage are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "They are likely related tied-weights/save_pretrained reports, but the evidence is only title-level and deterministic_accept is false, so this is not strong enough to call a duplicate." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error on a CLIP model are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is gguf/from_pretrained breakage and the other is offline model_info() behavior in _patch_mistral_regex." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different training/load problems." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() failing after train is not the same as Gemma4 device_map='auto' forward device mismatch." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading failures, but for different tokenizer classes and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer access regression are distinct issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and Windows ROCm torch.distributed dependency errors are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are different tokenizer bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend handling, but they affect different optional backends and different failure paths." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is a v5 cleanup-space policy change and the other is a CodeLlama round-trip leading-space loss." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size documentation/question and AutoProcessor cached_file kwargs forwarding are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: batched chat template crash vs incorrect vision_position_ids for video input." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf/from_pretrained breakage and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Custom processor/tokenizer regression and Kimi-K2.5 codec handling regression are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output differences are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall grouping is mostly grounded, but the one accepted soft pair is stated too strongly. In the packet, 44466\u219445005 is only a title-level soft-similarity pair and its deterministic_accept is false; calling it a \"true duplicate\" and the \"same underlying tied-weights/save_pretrained regression\" overstates what the evidence shows. It would be safer to describe this as a possible/likely related pair rather than a confirmed duplicate. The other negative verdicts are generally conservative and well-supported by the titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43504", + "issue:43531", + "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:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "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:43531|issue:43742", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "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:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44514|issue:45290", + "issue:44466|issue:46050", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:44554|issue:46365", + "issue:43606|issue:43927", + "issue:44977|issue:46209", + "issue:33666|issue:36331", + "issue:43262|issue:43295" + ], + "prepared_review_unit_hash": "d54f49cb3a7c85ead9102bb7660e8c00991ffb6773c7d561fe922a7965f8f813", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37678, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span tokenizer regressions, model-loading failures, training/runtime errors, and architecture-specific bugs. None of the soft-edge pairs look like the same underlying bug/change, so the safe triage outcome is to keep them separate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set; it is open, has multiple inbound references, and describes a version-dependent tokenization regression, which makes it the most reasonable anchor despite the cluster\u2019s overall heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue for this cluster because it is active/open and broad enough to serve as a practical triage anchor for the tokenizer-regression side of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error; different models and different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but the bugs are different: BigBird mask token registration vs mdeberta BOS/EOS omission." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache/compiled paths, but one is chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is HF_HUB_OFFLINE/mistral regex patching and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to a MacOS bus error loading a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-specific issues." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both reference model discrepancies, but the underlying bugs are different: auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird tokenizer special-token registration is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as a broad tokenization-regression report." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention are different from NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked-generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths and symptoms." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training problems are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor URL loading failure are different loader bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert is not the same as chunked generation inconsistency with compiled forward." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig and the other is is_torch_fx_available removal breaking remote-code models." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field load failure and BitNet packed-weight unpacking failure are unrelated loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained loading and Bamba torch.compile/SDPA are different subsystems and failure modes." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but they target different inputs and bugs: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization depends on model device, while sinq quantized save/load is a different persistence bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor image-size mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DiaConfig token-ID persistence are different save/load problems." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to the Trainer import breakage caused by datasets." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image-handling regression are separate processor API 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": 24, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "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:43452|issue:44451", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "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:44568|issue:45812", + "issue:43334|issue:43572", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:44464|issue:46424", + "issue:43334|issue:45759", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "dbc29d608f01a551e2fdf0830b9899900c22416e0cecd2eb77a1ef7bd45a4710", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 heterogeneous: it mixes tokenizer regressions, config/attribute breaks, model-loading failures, and training/runtime bugs. None of the soft edges look like true duplicates or mergeable PR-equivalent changes.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated bugs; if a representative is needed, issue 45812 is the clearest broad tokenizer-regression report, but it does not cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest representative issue: it describes a broad, user-visible tokenizer regression affecting all Granite models, with a clear symptom and likely shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields after v5, but they affect different configs/models and different attribute names; not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file regression in loading APIs, the other is a specific model load failure for ScandiBERT; no shared code-path evidence." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16/FP32 dtype drift during eval is unrelated to auxiliary-loss normalization in MoE training." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet and a tokenizer AttributeError in MLuke are unrelated failures." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different failure modes: device_map forward mismatch versus save/load breakage after quantization." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality problems are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same bug as an incorrect pipeline error message about translation tasks." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is documentation/example breakage and the other is an implementation mismatch; not the same issue." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to an unsafely bumped PEFT version floor." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8/B200 inference are different runtime paths with no clear overlap." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "A missing num_labels propagation bug is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5, but hidden_states behavior and incorrect visual encoder key serialization are different concrete bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example issues do not match the processor.tokenizer / image-tokenization regression in custom model code." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype changes and ZeRO-3 gradient growth are separate training-path problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient instability." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure and an offline-mode Mistral-regex regression are different loading issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; the code paths are not shown to be the same." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization differences are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is not the same as flash-attention generation behavior in Qwen3.5." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated subsystems." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import mapping on Python 3.13 are separate compatibility issues." + }, + { + "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 composite Qwen3VL model loading; not enough to treat as one bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different incorrect-token behaviors." + }, + { + "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 similar in theme but not the same concrete defect." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import symbol missing for Qwen2.5-VL is unrelated to a Float8 storage-object error." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal Qwen config issues, but one is a missing pad_token_id attribute and the other is improper unwrapping of text_config; different failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and suno/bark CPU-offload device mismatch 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": 25, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "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:43278|issue:43701", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:44792|issue:45405", + "issue:45200|issue:45229", + "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:29942|issue:30333", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44423|issue:44734", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45406|issue:46121", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43493|issue:43701", + "issue:45072|issue:45198" + ], + "prepared_review_unit_hash": "3e71404ae4f1b713febe2f8df5581c3473d5278513ed8eaae11e9c8e49b952f7", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug/change; the candidates span unrelated tokenizer, serving, quantization, model-loading, and training issues. If a representative issue is needed, issue 43873 is the broadest and most actively discussed, but it is not a confirmed duplicate of the others.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the broadest, most active open issue in the set and reads like a central user-facing regression report, so it is the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest mix of scope and discussion activity, making it the best standalone issue candidate in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: dtype drift in eval vs checkpoint key mismatch during resume." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump/release issue." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a missing config field; the other is a constructor/init_empty_weights API mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure has no relation to the PEFT version problem." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning defaults vs multi-GPU inference OOM are different code paths and bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention devices, but they are different model/test failures with different root causes." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP structural inconsistency are distinct API regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading for BEiT and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference issues, but OOM and device mismatch are different underlying bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and position-id key warnings are different symptoms and code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are not the same defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py sink-less crash and sinq persistence issues involve different components." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast errors are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and GPT-oss OOM are completely different issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve/runtime crashes, but one is multimodal .to() handling and the other is KV-cache indexing." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and token counter updates are different tokenizer/trainer behaviors." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness differs from a PyTorch version guard bug in flex_attention." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope validation type handling are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are different problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "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: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:45200", + "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:37428|issue:43957", + "issue:45200|issue:45823", + "issue:43295|issue:43450", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43232|issue:44849", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:44521|issue:45290", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "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:43653|issue:44112", + "issue:43452|issue:46512", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "de8e0149abfd136a1a95efa4d5d2227cfb0145549bb32ed9326ad2837cdc9b2b", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the proposed soft pairs look like true duplicates; they span unrelated regressions, model families, and code paths. No PRs were provided.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 44521 is the clearest open, user-facing bug with solid activity and a well-scoped reproduction around multimodal chat masking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone representative: active, clearly described, and directly impacts a common public API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: flash-attention import symbol missing vs. meta-device model loading breakage. Not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and paths: mm_token_type_ids defaulting for text-only fine-tuning vs. device mismatch under device_map=auto." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different components: processor/tokenizer regression vs. batched video processor shape bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "One is a device placement bug, the other is an argument-handling bug in processor inputs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-state update bug after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo\u2019s image size mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading behavior are different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other crashes on tool-call messages. Not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in one config class is unrelated to loading physical-intelligence/fast on newer transformers." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend import errors: flash_attn on Python 3.13 vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth in DeepSpeed." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation mistakes are unrelated to the return_tensors/text_kwargs API regression." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures are separate regressions." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols and model families." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of tied weights is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver input-size failure and RT-DETR memory-release issue affect different model behavior." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structural inconsistency." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are different model configs and different load paths; not enough evidence of one shared bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen2.5-VL import failure." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities while the other reports a JAX/HF discrepancy; insufficient evidence they are the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures are unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied weights." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "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:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46402", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:44514|issue:44521", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:46431|issue:46566" + ], + "prepared_review_unit_hash": "31af2fbc1c47eb546cf8ce69efb9dadd830a776177b51d0b22c4cc9a60321aec", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it mixes unrelated model-loading, processor, training, and docs bugs across many subsystems. None of the soft edges look mergeable into a single issue, so all candidate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not share one underlying bug. The closest thematic subgroup is around chat_template/processor behavior, but it is still not a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the broadest, most central current processor/chat_template bug among the listed items, but it still does not represent the full set of unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16/eval dtype mismatch vs Qwen3 MoE memory usage; different bugs and code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import error vs DeepSeek detokenization regression; unrelated failures." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal models, but one is mm_token_type_ids defaults and the other is RoPE position scaling; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduce_labels." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Image processor label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer classes and different failure modes: AutoTokenizer loading vs save_pretrained/tokenization." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Chat template sampling-rate default vs video processor batched shape; different processor pipelines." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key error vs Windows ROCm torch.distributed dependency issue; unrelated environment breakages." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities vs RT-DETR memory leak; different models and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs GraniteSpeech CI stale device override test; not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware-specific failures: cudaErrorAssert on A800 vs FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils symbol removals, but they involve different missing helpers and different breakages." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both are config/structure issues, but Qwen multimodal text_config unwrapping is unrelated to CLIP .text_model inconsistency." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they refer to different APIs and different deprecated options." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP crash; unrelated detection issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in a feature extractor vs Whisper empty-transcription generation bug; different audio paths." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior; different helpers and models." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss vs D-FINE auxiliary-loss logic when denoising is off; different training bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Bamba torch.compile SDPA failure; unrelated model-specific issues." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Generic base_model_prefix loading regression vs Sam3Model text encoder weight loading; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small vs qwen3_omni_moe output-length helper; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash_supports_window_size import vs Torch 2.10 incompatibility; different compatibility problems." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_config, but one is text_config unwrapping and the other is stale config.dtype after dtype construction." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers vs BigBirdTokenizer special-token decode issue; unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Processor missing chat template vs DiffusionGemma staying on meta device; different failure classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "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", + "issue:46326" + ], + "soft_pairs": [ + "issue:45290|issue:46326", + "issue:43550|issue:44112", + "issue:44448|issue:44743", + "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:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45588|issue:45859", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:26413|issue:31501", + "issue:44206|issue:45823", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45310|issue:45478", + "issue:45459|issue:46234", + "issue:34689|issue:35141", + "issue:39692|issue:44493", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:45290|issue:45381", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "82540a8467b592611b21e643cce13d0e3e5632c1f6530af0bd15230904fb4d1e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are clearly unrelated despite some broad subsystem overlap. The only strong duplicate pair is the two reports of the same Qwen3.5 MoE `from_pretrained` regression; everything else differs by model, code path, or symptom.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the more detailed of the duplicate Qwen3.5 MoE regression reports and is the better anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest standalone representative: it has the fuller description and matches the duplicate report in issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenizer/chat-template behavior, but one is tool-call handling and the other is `continue_final_message` for mistral_common; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a Bamba torch.compile/SDPA failure, the other is a GraniteSpeech CI stale-device test; different models and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3.5 recurrent-state reset in cached seq_len>1 paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to a qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config layer creation bug and BEiT legacy-field loading bug affect different code paths." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "A missing flash-attention import helper is unrelated to the missing `HybridCache` symbol." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to the categorical-cardinality runtime error." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaulting and flash-attention `s_aux=None` crashes are different model-specific defects." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to an error-message wording issue for unsupported translation tasks." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and `_gpu_broadcast_one` rejecting None are unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is not the same bug as qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale-device CI are different issues with no shared code path." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/GPU offload topics, but one is flash-attention `s_aux` handling while the other is rotary embedding CPU-offload compatibility; not mergeable as one fix." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to BeitImageProcessorFast's `reduce_labels` return-value bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to position-id key warnings across models." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb training not starting are different training pipeline problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech device-override CI are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers layer-creation bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying regression: Qwen3.5 MoE `from_pretrained` fails in transformers>=5.4.0; the titles and context match." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing `is_falcon_mamba_ssm_available` utility are unrelated import/tokenizer issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/quantization issues do not match the broad position-id warning regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash unit-test load failure are different loading problems." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to float16 AMP crash in LwDETR loss." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and DeepSeek tokenizer v5 regression are different model/tokenizer behaviors." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue and removal of `is_torch_fx_available` breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different models/code paths; not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video `vision_position_ids` are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to position-id warnings across models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:45310 and issue:45478 are an exact title match and clearly the strongest duplicate pair. The soft-edge verdicts are conservative and mostly separate by model, code path, or symptom, with no obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "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:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:44448|issue:44977", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:27957|issue:34689", + "issue:43746|issue:46209", + "issue:43278|issue:43329", + "issue:37428|issue:44987", + "issue:44857|issue:45588", + "issue:44561|issue:44779", + "issue:43278|issue:43381", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:44568|issue:45491", + "issue:25251|issue:32090", + "issue:32090|issue:33290", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "166c663382ef54558121912ba6e8f564c2ff2ebff91e7bc536d98c4000c26734", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate pairs should be merged here; the cluster is a heterogeneous mix of tokenizer, model-loading, flash-attention, training, export, and device-map bugs. If forced to pick a representative issue, issue:45920 is the broadest concrete regression, but it does not subsume the rest of the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the closest representative because it is a concrete v5 tokenizer regression affecting multiple models, but the cluster is still too mixed to have a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to represent the cluster\u2019s strongest recurring theme (tokenizer/output regressions across models), though it is not a real umbrella for the other bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image VL fine-tuning failure and Beit label reduction bug are different components and failure modes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but one is a wrong-token-id regression and the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the token-embedding reinitialization bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is a different code path from qwen3_omni_moe length computation." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention parsing/decorator issues, but they affect different models and fail in different places." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is not the same as Qwen2-57B-A14B-Instruct OOM during tensor-parallel load." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are distinct bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving custom token IDs and loading the wrong custom module after save_pretrained are both serialization-related but not the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and ViT torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading regression are different failures." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change in eval is unrelated to the undefined video-branch helpers in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing internal flash-attention helper import and loading physical-intelligence/fast are different regression symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash and flash_attention.py crashing on s_aux=None are distinct code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "trust_remote_code breakage from removed API is unrelated to Deepseek tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU CUDA OOM are not the same defect." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation failure with flash-attention and a stale num_return_sequences warning are different severities and behaviors." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM do not share the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaNs are separate components." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast failure and Adafactor/DeepSpeed OOM are different training-time problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py AttributeError on sink-less models is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "v4/v5 Pegasus output drift and lm_head.weight serialization inconsistency are both v5 regressions but not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash_attention.py s_aux=None crash affect different subsystems and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:42490|issue:43873", + "issue:45245|issue:45563", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45372|issue:45406", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:43065|issue:45412", + "issue:44361|issue:45198", + "issue:43278|issue:43575", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:43756|issue:45440", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:45372|issue:45459", + "issue:43653|issue:44442", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "e852b99cd17dff3f8c5b7f42dc24c618725d504749414a9f79a283a259e9f16f", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36390, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a noisy mix of unrelated issue reports across many models and utilities. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them into duplicates. There is no clear canonical issue or PR for this set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: Wav2Vec2 save/tokenization failure vs Fuyu batch tensor conversion swallowing errors." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs flash-attention crash on `s_aux=None`; different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error vs stale `num_return_sequences` warning; not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box validation messaging is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch are separate problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is an import dependency break and the other is a serve-time missing `_tokenizer` attribute; not clearly the same fix." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to ROPE-validation list typing." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token decode bug vs Qwen3.5 recurrent-state reset bug; different components." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder cleanup is unrelated to RT-DETR memory being retained after deletion." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer task AttributeError is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to Qwen2-57B-A14B TP OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 EOS config mismatch and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor vs video-input regression for Qwen VL models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder cleanup does not match SigLIP2 nonsense-output behavior." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated maintenance bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different failures." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory-retention issue is not the same as sam3-litetext memory overflow." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE implementation divergence are unrelated model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output corruption is unrelated to RT-DETR object lifetime/memory retention." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save behavior." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import error and protobuf-gated tokenizer error masking are different tokenizer-loading problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring repository tokenizer.json are distinct loading regressions." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not clearly the same code-path bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "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:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:43761|issue:45859", + "issue:27957|issue:29127", + "issue:44977|issue:45245", + "issue:27957|issue:33290", + "issue:43262|issue:44206", + "issue:45588|issue:45600", + "issue:33290|issue:34689", + "issue:44464|issue:45491", + "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" + ], + "prepared_review_unit_hash": "dcf9e533eaf46e6746ec5b7ea14eebcb6a104c8de1691f5a16f53898ab93d95e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated transformer/model bugs with no convincing duplicate pairs. I rejected all soft edges; the only plausible commonality is broad subsystem overlap, not the same underlying fix.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate emerges from the set; the issues span unrelated model-loading, tokenizer, vision/audio, and training/runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most actively discussed report here, with inbound references and a general quantization/offloading memory symptom, so it is the best anchor if one issue must represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs in different models: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failures: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error messaging vs token embedding reinit after resize." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: tensor-parallel load OOM vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor bugs in different models; no shared concrete fix." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing eval-mode behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific Qwen class vs a generic dependency issue; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure vs dtype mismatch in inference; separate problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM/quantization, but one is model load with tensor parallelism and the other is int4 reserved-memory regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes and model families: FineGrainedFP8Config vs weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError and Qwen3.5 kernel registration ValueError are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL load is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3.5 MoE CPU-offload incompatibility; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FlashAttention 2 support request for XLM-Roberta is unrelated to LayoutLMv3 error handling." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 request does not match an Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to LasrFeatureExtractor's unsupported center arg." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less AttributeError and stale auto_mappings config references are different failures." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is not the same as Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve initialization semantics, but one is a general v5 custom-model break and the other is a specific model's optional post_init policy." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM during training and num_input_tokens_seen not updating are distinct issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification resolution bug are different subsystems." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access issue in modeling_utils is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has no relation to Qwen3.5 recurrent-state cache behavior." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor conflict and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are both model-loading regressions, but they affect different releases and code paths; not the same concrete 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": 32, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "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:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:43720|issue:44442", + "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43873|issue:44871", + "issue:43931|issue:45216", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:43701|issue:46506", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:44464|issue:46421", + "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:43606|issue:43701" + ], + "prepared_review_unit_hash": "a2af47fc3e0de21b02a73ef64e88eb6752762da4fd50458a65a2fccbf5161b8c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes unrelated config, loading, generation, tokenizer, and backend/dependency issues. None of the soft pairs looks like a true duplicate of the same underlying bug/change, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No strong duplicate center exists; if one issue must anchor the cluster, issue 45698 is the broadest save/load serialization report and has the most discussion/inbound references, but it is still not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most broadly framed and actively discussed issue in the set, so it is the least-bad representative despite the cluster being mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config/API mismatches, but one is Gemma3TextConfig field parity and the other is Llama4Config missing pad_token_id; different models and fixes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import problems: one is torch install packaging not including TensorFlow, the other is a missing import-utils symbol for falcon mamba availability." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 vs degenerate zero-loss sequence-classification behavior; unrelated code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading of packed weights is unrelated to AutoTokenizer failing on a FastSpeech2Conformer tokenizer." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states, the other is generic ModelOutput key assignment after None; related theme but not the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init API validation and Qwen video-input regression are different model-specific problems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate training/eval issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states forwarding bug vs attention-kernel divergence under torch.compile; different failure modes and fixes." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity is unrelated to stale pipeline references in docs after v5 removals." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model load regression for physical-intelligence/fast is not the same as a missing tensorflow_text backend mapping." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is failing to save dequantized models while the other loads the wrong custom module after save_pretrained; distinct bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class resolution failure is unrelated to Fuyu tensor conversion swallowing KeyboardInterrupt/errors." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id config inconsistency do not share the same code path." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load versus incorrect checkpoint saving after save_pretrained; related family but different bug surfaces." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is separate from AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are both loading issues but not the same underlying defect." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA output differences are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields when trust_remote_code=True and rotary_pct resetting on reload are both config persistence problems, but they affect different mechanisms and fixes." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from cache lazy initialization causing recompilation." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading script bug is unrelated to an unrecognized model_type in config.json." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both touch import utilities, but they concern different missing dependencies/symbols and different package entry points." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE-marker handling and chat-template tool-call crashing are different tokenizer/chat-template 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 and AutoModel PyTorch ImportError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2 TP out-of-memory are both parallelism-related but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:45632|issue:46424", + "issue:45803|issue:46365", + "issue:44610|issue:46369", + "issue:44162|issue:44792", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43540|issue:44514", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "be95edc6e06ed7bac4f61c718c2237504a832aa7526f1f6051b501210fa684c8", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34758, + "estimated_input_tokens": 8690, + "estimated_eval_tokens": 17636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone issues, so there is no strong single duplicate cluster. The closest theme is general v5/v5.3 regression and API compatibility breakage, but the soft pairs do not look like the same underlying bugs.", + "confidence": 0.33, + "canonical_issue_reason": "No clear universal canonical exists across these heterogeneous issues; if one must be chosen, issue 43295 is the broadest representative because it captures a backward-compatibility regression affecting existing custom model/processor code.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best umbrella representative for the overall set because it is a concrete, user-facing regression with broad impact, while the rest are narrower or unrelated model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is a processor/tokenizer API break and the other is an error-message/task-support issue; different bugs and fixes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large Qwen model with tensor parallelism is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta and a Trainer `_gpu_broadcast_one` NoneType error are separate code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing `transformers.onnx` module import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3Config API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model-family bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are distinct configuration/API issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in a Torch install extra is unrelated to a Gemma3TextConfig API mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after special-token alignment are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance in patchtsmixer and non-persistent buffer junk in v5 are unrelated regressions." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Trust-remote-code cache-path collision and max_cache_length handling for quantized cache are separate cache features." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A bare except swallowing errors in Fuyu conversion is unrelated to importing Trainer failing with datasets installed." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and sam3-litetext memory overflow are not the same issue." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure affect different models and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression and GPTNeoX rotary_pct not persisting on reload are different configuration problems." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and sinq quantization save/load corruption are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu's exception handling bug and a Windows ROCm torch.distributed import/type error do not share a concrete root cause." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The first is a non-informative issue body; the second is a specific Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are related only by model family, not by the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a missing `fpn_position_embeddings` attribute are different SAM3/video issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal/video processing, but one is a video-input validation error in Qwen3OmniMoe and the other is a batched chat-template padding crash in Qwen2_5_VLProcessor." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Broken `gguf_file` loading and an unrecognized model missing `model_type` are separate model-loading failures." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "LM head weight tying in Mistral-3 and FlashAttention failure in Ministral-3 are different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A metrics-gathering bug with tuple labels and auxiliary-loss normalization are different trainer/model-training issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are not the same defect." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and a backend-mapping error for tensorflow_text are unrelated configuration/import 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": 34, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:43673|issue:46421", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "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:44933|issue:45362", + "issue:44464|issue:45563", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44617|issue:46369", + "issue:44077|issue:44877", + "issue:25251|issue:27957" + ], + "prepared_review_unit_hash": "b1078b719101eccb60cd9b4acd33587738fbdfab622f410380ea17b46f85b691", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "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 that only share broad Transformers/v5 or model-family themes. The one likely duplicate pair is the chunked-prefill cache regression pair; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46421 is the best canonical issue: it describes the underlying chunked-prefill cache initialization problem directly, and it is the most current open report in that line of bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46421 is the strongest overall representative because it names the code path and failure mode most concretely (lazy cache init with chunked prefill), making it the best target for deduping follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/recurrent-state behavior, but one is a v5.0.0 chunked_prefill cache-missing bug and the other is a Qwen3 modular recurrent-state reset bug; different models and different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different problems: Beit preset loading breaks on a legacy field, while from_pretrained/save_pretrained loads the wrong custom module." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated packaging/import issues: one is a TensorBoard-without-TensorFlow backend error, the other is a missing import utility symbol." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen/Llama config objects, but one is a missing pad_token_id attribute and the other is a sliding_window behavior issue in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different model paths and likely different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are runtime crashes in serve/chat-like paths, but one is KV-cache continuation tensor indexing and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is a memory issue; Whisper empty transcription after align_special_tokens is a generation edge-case bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failing janus image-generation test is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is non-persistent buffers being junk-filled in v5; the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading issue in a training script is unrelated to a multimodal model loading error for Phi-4." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": true, + "reason": "Both describe the same chunked-prefill cache initialization regression in v5: one as a missing GenerationMixin cache and the other as lazy cache init causing spurious recompilation." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both are video/model-specific regressions, but one is Qwen2.5-VL video position IDs and the other is memory overflow in sam3-litetext." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-VL vs Qwen3-Next loading/tied-weights issues; not the same code-path bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are separate training/inference bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing token embeddings reinitialization and trailing-slash local model import warnings are unrelated loader behaviors." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for paged generate num_return_sequences is not the same as Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is not the same as a model producing nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A v5.3.0 video-input regression across Qwen VL variants is broader and different from a serve-side KV cache continuation indexing crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor input-size mismatch are different model/processor configuration problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 categories limit are unrelated runtime errors." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Junk-filled non-persistent buffers and GPTNeoX rotary_pct resetting on reload are different persistence bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5-35B chat crashes are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are not the same as a stale warning about num_return_sequences in paged generate." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to a TorchScript decorator/comment parsing error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-related but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; different models and likely different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and strict config blocking granite_speech are separate configuration-policy issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:46421 and issue:43673 are clearly the closest duplicate pair by title/content, and the rest of the soft-edge rejections are conservative and supported by the issue titles. I don\u2019t see overstatement or an unsafe merge of unrelated reports." + }, + "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": 35, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44112", + "issue:44186", + "issue:44190", + "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:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46506" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:43116|issue:44190", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "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:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:43643|issue:44496", + "issue:44295|issue:46506", + "issue:44964|issue:45600", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:45632|issue:46421", + "issue:43854|issue:44964" + ], + "prepared_review_unit_hash": "5404eb41e97a61ef7f90d1577f8121086a8195cdd51dad434d1de21605f0a629", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-pair candidates look like false positives: they touch different code paths, different model families, or different failure modes. This cluster is heterogeneous rather than a true duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated import, tokenizer, config, CI, model-loading, and runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most active/open and has the most references, but it still represents only one of many unrelated bugs in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen bugs: LoRA/extended-vocab collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated paths: SwitchTransformers sparse-layer config bug vs image-classification example dataset loading." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both multimodal, but one is assistant mask generation and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI device-override test failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video input ValueError vs serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both DeepSeek tokenizer-related, but one is a v5 regression and the other is a specific DeepSeek-Coder v1 gap in a prior fix." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and symptoms: empty multi-label classification results vs failing to load a local dataset." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to FuyuBatchFeature's bare-except error handling." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different dependency/import problems: Python 3.14 load failure vs tensorboard-only install missing TensorFlow backend." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to Gemma4 embedding-resize propagation." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model-specific bugs: embedding resize not propagating vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision is unrelated to a missing import_utils availability symbol." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2.5-VLImageProcessor export is not the same as missing AutoImageProcessor from the package root." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime error is unrelated to Whisper's empty-transcription failure." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and JSON-list rope-validation TypeError are distinct config bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance complaints are unrelated to modeling_utils sys.modules access safety." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow-backend packaging issue is too different from a generic dependency issue to treat as the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both flex_attention-related, but one is a torch>=2.9 compile failure and the other is a version-check/import guard bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is different from an unrecognized model lacking model_type." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Registering position_ids as a buffer and CPU/CUDA output differences are unrelated symptoms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings references to Sam3LiteText are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 weight-tying regression and Qwen3.5 save_pretrained corruption are different model serialization bugs." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "trust_remote_code cache collisions are unrelated to spurious recompilation from lazy cache initialization." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but for different models and distinct failure causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44112|issue:44964", + "issue:43673|issue:46424", + "issue:27957|issue:35141", + "issue:43650|issue:44220", + "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:43673|issue:44336", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:42796|issue:43650" + ], + "prepared_review_unit_hash": "3d5ee1f167c8eed076c91425bfaa2aabb627bbd705bc63a4db184b8fc4befad1", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of distinct Transformers issues across unrelated models, pipelines, configs, and regressions. None of the soft-pair candidates look like the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the strongest canonical candidate: it is a concrete, user-facing model-loading regression against a named model with clear impact and reproduction, while most other issues are narrower or orthogonal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best representative issue for triage because it is specific enough to be actionable but broad enough to reflect a common class of latest-version loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: a video-classification pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated failure modes: GraniteSpeech CI device override vs Phi-4 multimodal model loading." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but they hit different code paths: GenerationMixin chunked prefill vs cache max length handling." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated areas: Flash Attention 2 support for XLMRoberta vs embedding resize/reinit behavior." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder/spam issue, the other is an audio feature extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction are completely different issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they involve different models and different missing/default fields." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems: Qwen3 Omni feature-length helper vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping CI breakage are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to token embedding resizing/post-init reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import and embedding reinitialization are different problems with no shared code path." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version regressions, but one is a Python support matrix problem and the other is a specific model-loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer image handling vs t5gemma decoder embedding resize propagation." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label-processing bug is unrelated to stale pipeline documentation." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different domains: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family but different concrete issues: save/dequantization failure vs FlashAttention load/runtime failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the failing code paths and symptoms are different enough that they are not the same bug." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batching and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is not the same as the AddedToken keyword-argument TypeError." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus image-generation test failure and cache max_length behavior do not match." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss logic are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python/version compatibility issue is not the same as a generic dependency complaint." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores does not overlap with an unrecognized-model config error." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they reference different symbols and modules with different root causes." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "These are different model/configuration failures: unknown model type vs not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions on different model families and code paths: loading failure vs save_pretrained checkpoint corruption." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A vague dependency issue is not the same as a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tied-embeddings warning during Qwen fine-tuning are different issues." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a placeholder issue are clearly 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": 37, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "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:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:45103|issue:45372", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:39692|issue:43901", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43295|issue:44779", + "issue:44683|issue:45542", + "issue:38175|issue:44617", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "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:45081|issue:45907" + ], + "prepared_review_unit_hash": "db7dea7e414bbbd45d21926b5ec077b96fd38ee1b6707ab8d3c4be25a679a4c9", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not contain any true duplicate pairs by the available evidence. Most soft matches are superficial (shared subsystem/model family) but involve different code paths, behaviors, or regression surfaces.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, well-scoped, and has the most follow-up activity/inbound references among the set, making it the clearest issue to anchor the cluster around.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, reproducible, actively discussed, and still open for resolution.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs Qwen3.5 rotary/kernel registration crash." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup bug vs a broad remote_code loading regression; not the same code path." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs an unreleased PEFT version bump; different problem and fix." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained serialization corruption." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash vs Gemma4 processor import failure; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Single HybridCache import error vs many import errors after upgrade; too broad and different." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key bug; distinct regressions." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mismatch; documentation-only overlap is insufficient." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating vs mm_token_type_ids defaulting; different model logic." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup vs Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom model processor.tokenizer regression vs Deepseek tokenizer output regression; different affected APIs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention torch 2.9 compilation failure vs TensorBoard/TensorFlow backend dependency issue." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities vs Sam3Video CUDA OOM; unrelated symptoms and models." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility break vs PEFT minimum-version packaging issue." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation vs from_config dtype staleness; different configuration bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Non-informative request vs FP8 inference failure on B200; no shared underlying bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test load issue; different models and failure modes." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default init bug vs Llama4Config missing pad_token_id; separate config issues." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks vs Qwen2.5-VL rope/position-id scaling; different multimodal internals." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Device-dependent lm_head serialization vs resize_token_embeddings not updating embeddings; different state-management bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; distinct tokenizer loading issues." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs Kosmos2.5 OCR index error; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading/offload failure; related area but not same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; unrelated utilities." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "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:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:46291|issue:46399", + "issue:43901|issue:43994", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "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" + ], + "prepared_review_unit_hash": "2b055198fa85b7a28ff5deb86b90de007fdcb7c545afdba1f1c8da9c4f3cb675", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is heterogeneous across unrelated bugs, packaging issues, model regressions, and test/docs cleanup. I\u2019d treat this cluster as weakly related by repo/version, not by underlying defect.", + "confidence": 0.63, + "canonical_issue_reason": "No clear duplicate canonical emerges from these titles alone; issue 44246 is the broadest/highest-activity repo-wide bug report in the set, so it is the most reasonable representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best single issue representative because it has the widest apparent scope and strongest discussion signal, even though the cluster is not actually a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: missing saved processor files vs tokenizer/data-filtering slowdown after upgrade." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor while the other is double optimizer stepping." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated components: MLA q_a_layernorm precision/config issue vs GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance regressions, but they affect different files and symptoms: auto_mappings references vs leftover dummy classes leakage." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Gemma4 Zero3 from_pretrained loading." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different model/path: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging/backend mismatch with TensorFlow vs a torch-transformers version incompatibility; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "One is missing TensorFlow in the torch extra; the other is Python version support regression." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax/docs issue vs runtime device-mismatch bug in Gemma4 forward." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-backend failures, but they hit different code paths and versions: FlashAttention in v5 RC vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one fails importing pipelines due to dependency requirements while the other fails registration with a missing decorator." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch about return_all_scores is not the same as incorrect model/pipeline outputs for SigLIP2." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT MLM output quality and the other is Deepseek tokenizer correctness." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to CLIPVisionModel hidden_states not being returned." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 model breakage are different components with different symptoms." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific load failures: missing pad_token_id on Llama4Config vs glm-4v-9b loading failure." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class is unrelated to Python 3.9+/3.10+ compatibility." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording issue vs import-time performance problem; not the same underlying defect." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a concrete model config attribute bug and the other is a trust_remote_code return-shape issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 Zero3 from_pretrained loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime failures." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to missing TensorFlow backend installation." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python version support are unrelated issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output cleanup is unrelated to the position_ids docstring error." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is unrelated to unrecognized model/config.json missing model_type." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash under future annotations is unrelated to Qwen3.5 kernels registration failure." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker race on captured_info.txt is unrelated to a stale generation warning." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error is unrelated to Gemma4 Zero3 from_pretrained behavior." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are conditional loss omissions, but they affect different models and mechanisms: router logits vs denoising auxiliary losses." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "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:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "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:44496|issue:45003", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "985a53ba8a5ca3b3c7373c589c356f50bed6f7ebdc772265566fe7871f386dc3", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate links are safe to accept here. The proposed pairs are mostly broad topic similarities (same model family, same subsystem, or both being regressions) rather than the same concrete bug, so this cluster should not be merged into a single canonical issue.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue: the items split across unrelated bug classes (imports, cache/offline behavior, Qwen/MoE loading, pipelines, config validation, performance, etc.), and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for this set; the apparent similarity is superficial and the actual failures differ by model, API path, or root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE loading, but one is a LoRA compatibility problem across hf4.x/hf5.x and the other is a v5.0 model-loading regression for Qwen3VL MoE models; different concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access in modeling_utils are unrelated bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and `_torch_extract_fbank_features()` are different subsystems and failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated issues." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Missing load-balancing loss with `output_router_logits=False` is unrelated to the Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile+SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are different model-specific bugs." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI codes and cache `max_cache_length` semantics are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages (`Qwen2_5_VLImageProcessor` vs `is_offline_mode`)." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from different modules: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior changes are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation crash in `transformers serve` is a separate bug from `max_cache_length` only applying to Quantized Cache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe `sys.modules` access and the pytest-xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing processor symbol and a Zero3/BertModel index error are not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and `resize_token_embeddings` not updating output embeddings are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5/MoE, but one is CPU offload incompatibility in rotary embedding and the other is a missing decorator during kernel registration." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access error on `position_ids` is unrelated to a performance slowdown after upgrading Transformers." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video missing an attribute and SAM 3 litetext memory overflow are different problems." + }, + { + "left": "issue:44220", + "right": "issue:44857", + "accept": false, + "reason": "Audio feature extraction and an AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for `return_all_scores` does not match the `sys.modules` access bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but chunked_prefill cache handling and `is_torch_fx_available` removal break different APIs and code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron lacking Flash Attention 2.0 support is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Zero3 deque underflow are different DeepSpeed failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Missing `model_type` in config loading and unsafe `sys.modules` access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 `mm_token_type_ids` defaults are unrelated model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal Qwen config handling, but one drops a vision config field under `@strict` while the other fails to unwrap `text_config` in `from_config`; not the same concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and missing Qwen3_5MoeVisionConfig field are different model/config issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and import-time slowness are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44561", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "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:45397|issue:45656", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:44368|issue:44977", + "issue:45685|issue:46431", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:44483|issue:46202", + "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" + ], + "prepared_review_unit_hash": "06463388f3a6cedd861ee8700954385697ec0fa536810184d22036ede0dc7f04", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate set; they span unrelated tokenizer, model-loading, deepspeed, video, and cache bugs. None of the soft edges look like the same underlying issue, so all should be rejected. If one issue must be chosen as the best representative, 44479 is the broadest and most concrete regression report.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44479 is the strongest representative because it reports a specific v5.3.0 regression with clear scope and multiple affected Qwen variants, making it more canonical than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most suitable global representative: concrete failure mode, broad impact, and well-scoped regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL-Moe bug vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer version-dependent behavior is unrelated to resize_token_embeddings/output_embeddings syncing." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Both are v5 breakages, but one is trust_remote_code FX removal and the other is a Qwen3.5 kernel registration error." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory-release bug in RT-DETR is unrelated to a MaskGenerationPipeline batching bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and Sam3LiteText auto_mappings CI breakage are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings, but one is tied-weight serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast and protobuf exception masking are separate tokenizer issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing field and Qwen3OmniMoe video ValueError are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is from_pretrained loading and the other is duplicated optimizer stepping." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to Windows/ROCm torch.distributed import failures." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to flash-attention generation failure." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel limitation in MoE and missing chat template in a processor are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is not the same as the broad ESM2 breakage report." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa second-pass crash and flash_attention s_aux=None AttributeError are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type warning are different SAM3 issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an external issue is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warnings and paged generate stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm import error." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is a service/API issue, not a tokenizer roundtrip bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different concerns." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "torch.compile branching causing diverging kernels is not the same as cache lazy-init recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and mask generation final-batch handling are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens is unrelated to the Windows/ROCm dependency issue." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are different save-path bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44995", + "right": "issue:45584", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa and Whisper empty transcription failure do not share a code path." + }, + { + "left": "issue:44297", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is separate from protobuf-related decode error masking." + }, + { + "left": "issue:45685", + "right": "issue:46123", + "accept": false, + "reason": "MoE MPS histogram failure and MaskGenerationPipeline partial-batch bug are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5 compatibility regressions, but they affect different loading mechanisms and configs." + }, + { + "left": "issue:44038", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3-VL-Moe bug and Qwen3.5 flash-attention generation failure are different symptoms and code paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resizing embeddings, but one is output_embeddings generally and the other is decoder.embed_tokens specifically." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44749", + "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:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44749|issue:45310", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "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:43232|issue:44188", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:42994|issue:43824" + ], + "prepared_review_unit_hash": "2250fc8983789a448027ff8f171e563aa4cd0c3d29a90bf60702ba52d4dbb644", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 / model-loading regression reports. A few items are true duplicates or near-duplicates, but most pairings are only thematically similar and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking model initialization / loading paths. It anchors the wider regression family better than any single model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best overall issue candidate because it is broad, clearly central to the v5 regression theme, and usable as the cluster representative without being overly niche.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures in different subsystems; the titles are only superficially similar." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakage reports, but they describe different models/code paths and are not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated problems: data filtering slowdown vs DeepSpeed optimizer stepping." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained/file output issue is unrelated to the DeepSpeed optimizer-step bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different topics and different failure modes; not the same underlying issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is a sync_gpus/update_kwargs bug and the other is a chunked_prefill cache regression." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS configuration mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 from_pretrained issue; no evidence they are the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving quantized models and loading Qwen2.5-GGUF models are different operations and different failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different model families and different root causes; only both are v5-related breakages." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning is unrelated to remote-code checkpoint meta-init compatibility." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are separate problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error is not the same as Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and Qwen2.5-VL video position-id issue are different model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different symbols and likely different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe from_pretrained regression on transformers>=5.4.0; 45375 appears to expose the underlying missing-field cause." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5-Moe loading failure; 45375 looks like the more specific/root-cause report for the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config pad_token_id AttributeError are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration error are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading failure in v5 and mistral_common continue_final_message behavior are not the same issue." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading issue and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak under multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols; no proof of a shared bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 image-specific infinite loop are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation parsing crash are different subsystems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failed and missing Qwen2_5_VLForConditionalGeneration import are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are indeed model-loading / v5-regression reports, and the chosen representative issue is broad enough for the cluster. The soft-edge verdicts are generally conservative, with the Qwen3.5-Moe trio being the only mildly speculative area but still plausibly the same bug family." + }, + "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": 42, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43278|issue:45137", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:46077|issue:46123", + "issue:30990|issue:35141", + "issue:30333|issue:33290", + "issue:43377|issue:44242", + "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:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44295|issue:45656", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "58f8727424de1e1afe8b1a0030bb03559b6f3bb36d65828d8077bd8a8086b800", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36726, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain any clear duplicate pairs; the soft matches are mostly superficial title similarity across unrelated models, tokenizer/config, generation, packaging, and training bugs. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45561 is the most active and concrete standalone regression report in the set, with the strongest discussion and inbound reference trail, so it is the best representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45561 has the clearest reproducible bug description and the most supporting activity, making it the strongest overall issue candidate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about from_pretrained loading; different code paths and failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "These are different Qwen model-family bugs with different symptoms and versions; shared wording is not enough to make them the same fix." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync/update logic is unrelated to the janus image-generation test failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules; not the same underlying missing export." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression in FineGrainedFP8, the other is FP8 save_pretrained behavior for MoE; related theme but different bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "One is about installed backends, the other about a non-existent image_utils import; different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config validation for an OLMo checkpoint is unrelated to pytest-xdist file races in testing utils." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "A dtype mismatch during evaluation is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading and xdist test file races affect different subsystems and are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info file races in tests are unrelated to stale auto_mappings entries for removed configs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and missing image_utils import are distinct issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction for Gemma4 is unrelated to batch-finalization logic in MaskGenerationPipeline." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization during post_init are unrelated bugs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and Adafactor/deepspeed OOM are not the same code-path problem." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and router-logits load-balancing loss are separate multimodal/MoE issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change and missing BOS/EOS addition are different tokenizer regressions." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper word timestamp decode crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default sub-config initialization has nothing to do with ModelOutput key assignment semantics." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method and an InternVL2 meta-init incompatibility are different multimodal initialization issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "These are both tokenizer regressions, but one is cleanup spacing and the other is Granite token ID mapping; different underlying changes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and missing Qwen2.5-VL export are separate import failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 and add_special_tokens BOS/EOS behavior are distinct tokenizer problems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Deepseek tokenizer wrong outputs and clean_up_tokenization_spaces changes are different tokenizer regressions." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to auto_docstring crashes under future annotations." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer handling and duplicate optimizer steps under deepspeed are unrelated training/runtime bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments not being used is unrelated to a docs parameter-name mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43295", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:27957|issue:30333", + "issue:44933|issue:45712", + "issue:30333|issue:34689", + "issue:44297|issue:45656", + "issue:30333|issue:36331", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:43479|issue:43644", + "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:45071|issue:46082", + "issue:44263|issue:45092", + "issue:46209|issue:46431", + "issue:45381|issue:46305", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44206|issue:45103", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "39fc6aa62106f4a84adfb027c7aaff87e62a9c9e6ab0d5ad5f5c7290109967b1", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36813, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous; most items are unrelated regressions or feature-specific bugs that only share a broad Transformers-v5/tokenizer vibe. No pull requests are present. I\u2019d use a broad tokenizer-regression issue as the canonical anchor, but I would not merge any of the soft-edge pairs.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42898 is the broadest tokenization-regression report in the set and is the best single anchor for the cluster, even though the surrounding issues are mostly not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the most reusable representative because it targets a generic v5 tokenizer behavior change; the other issues are either narrower model-specific regressions or clearly unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is a generic v5 cleanup-space change and the other is a Kimi tokenizer codec/BPE handling bug; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both mention v5/tokenizer behavior, but 43295 is about processor.tokenizer/image passing regression, not the same issue as clean_up_tokenization_spaces." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: one is a dependency version bump, the other is leftover dummy classes/import surface cleanup." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3/MoE problems: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both are save_pretrained-related, but one is FP8 MoE checkpoint saving and the other is tokenizer_class metadata mismatch." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Completely different topics: Flash Attention support vs MLFlow reporting after failed training." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is a missing image_utils import and the other is dummy_pt_objects cleanup; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: MLFlow job tracking vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata issue is unrelated to a deepspeed optimizer-step double-call." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack failures: MLFlow reporting vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but model FP8 saving and processor file saving are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "No overlap beyond general training/model behavior; these are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different areas: multimodal config default initialization vs non-persistent buffer fill behavior." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "PEGASUS output regression and AttentionInterface.register behavior change are unrelated." + }, + { + "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 for AutoModel; not the same root cause." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is AutoTokenizer loading in v5; different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import failures from different packages/APIs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is not the same as the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and Moonshine sliding-window off-by-one are unrelated model bugs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is type checking in v5 and the other is Llama head_dim validation; different concrete issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Torch.split return-value handling in a MoE indexer is unrelated to remote-code checkpoint meta-initialization compatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are separate problems." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve sequence/video masking logic, but one is vision_position_ids and the other is a sliding-window mask off-by-one." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization output changes and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading regression is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size default discussion are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mistake is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to auto_docstring / future-annotations crash." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both are generation/cache-related, but one is sync_gpus kwargs update and the other is max_cache_length honoring only quantized cache; 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": 44, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421" + ], + "soft_pairs": [ + "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", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "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:22355|issue:28218", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305" + ], + "prepared_review_unit_hash": "e81e640b3a41ad9f0ec434e7874b37c9394a5d9d679a3e629deb01871639a50e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35815, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports, and the soft pairs look like false positives rather than true duplicates. The closest matches are still separated by different code paths, models, or failure modes, so I would not merge any pair.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46050 is the most concrete, self-contained regression report in this set: it clearly describes a save/load round-trip failure for a quantized model, making it the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46050 is the strongest standalone report here because it is specific, reproducible, and points to a clear serialization bug around quantized model persistence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/generation, but one is a serve-time KV indexing crash and the other is lazy cache initialization causing recompilation; different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are unrelated failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus and a long OCR input index error are different code paths and different symptoms." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading script issue is not the same as LlamaConfig head_dim validation behavior." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble and a padding performance bug have no concrete overlap." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma eos_token_id mismatch are distinct tokenizer regressions." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch the DSA indexer, but one is about torch.split outputs and the other is about a missing ReLU; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA precision error from missing rms_norm_eps is unrelated to old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Checkpoint meta-init incompatibility and incorrect visual-encoder keys on save_pretrained are separate serialization/loading problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantization persistence, but one is about dequantized Ministrals/Devstrals saving and the other is a SINQ round-trip breakage; too different to treat as duplicates." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stalls and SIGLIP2 zero probabilities are unrelated issues." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and a sliding-window off-by-one bug are different correctness problems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy loss and a Qwen3.5-Moe from_pretrained error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A functional DSA indexer bug and a docstring issue are not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs during checkout/init are both instability reports, but not the same concrete code-path bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated server-side failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "A FineGrainedFP8 accuracy issue and a Qwen3-VL-Moe bug are different problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration imports are different symbols and likely separate export regressions." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload persistence are distinct config bugs." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3_video/sam3_tracker type warning is not the same as text encoder weights not being loaded." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "An FP8 accuracy issue and a Qwen3_5 infinite-loop bug are different failure modes." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer spacing after added tokens are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The broad upgrade report mentions many import errors, but it is too umbrella-like to be treated as the same concrete bug as the specific is_offline_mode import failure." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors on different models." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong decoder type in v5 are unrelated issues." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning and a sliding-window mask off-by-one error are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44261|issue:44373", + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44038|issue:44295", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "b8c3571a6631d9252e3518e72bb151574231d8b69cbb3924fc74aff888642368", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic bucket of unrelated Transformers regressions rather than a true duplicate set. The broadest issue is the import-error umbrella (#45278), but none of the soft pairs look like the same concrete bug/change, so all should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "#45278 is the broadest user-facing regression report in the set (many import errors after upgrading), so it is the closest thing to an umbrella issue, though it is still too generic to represent the whole cluster cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best representative only because it is the widest-scoped issue among otherwise heterogeneous tokenizer/model/API breakages; it is not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization difference; not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths: generation kwargs after sync_gpus vs auxiliary losses in D-FINE." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type/config warning and the other is a memory overflow; distinct problems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but one is custom model init breakage and the other is NaNs after checkout/init; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba is a different issue from AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and a NameError while importing sentence-transformers are separate regressions." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 control settings and a torch.split return-value issue in a GLM indexer are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision in MLA q_a_layernorm is not the same as a docstring mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch auto-loading, but one is TOKENIZER_MAPPING_NAMES returning None and the other is cached_file kwargs propagation." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving/dequantization and incorrect pipeline-parallel outputs are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time failures, but Sentence Transformers loading stall and a MacOS bus error on CLIP are not the same underlying issue." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and a tied-weights warning in Qwen3-Next are unrelated model-architecture issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized model saving and invalid GenerationConfig for GLM-5 do not share a concrete code path." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility in v5.1.0 and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "#45278 is a broad import-error umbrella, but this AutoImageProcessor import failure is only one symptom, not the same standalone bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenization and failing to load a specific model are separate issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal instruct." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as GLM-5 RoPE implementation issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping corruption and all-zero assistant masks in multimodal chat templating are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenization behavior across versions is not the same as assistant_mask generation for multimodal inputs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-dependent tokenization changes and continue_final_message handling for mistral_common are different tokenizer behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model incompatibility and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification outputs in an example script and Gemma 4 mm_token_type_ids defaults are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and position_ids buffer access errors are distinct." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is a missing output attribute; 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": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44779", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:42371|issue:43874", + "issue:43611|issue:46002", + "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" + ], + "prepared_review_unit_hash": "f077e0e848ab2da9584bd602ce4011a914a9d8dcc089bd684994c9f9d58974ba", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35876, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated regression reports across different models, APIs, and error classes. None of the soft pairs look like the same underlying bug/change, so I reject all soft edges. The cluster is heterogeneous; the broadest representative is the general import-regression report, but it is not a true duplicate hub.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set (many import errors after upgrading), but the cluster does not contain a clear duplicate set centered on it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall representative because it is the most general and could subsume related import-regression reports, though the evidence is still too mixed to treat as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different failure modes: saving dequantized Ministrals/Devstrals vs gguf_file loading via AutoTokenizer/AutoModelForCausalLM." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/FP8, but one is a model support bug and the other is a save_pretrained serialization issue; not the same code-path." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different modules." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is broken save_pretrained checkpoints and the other is a from_pretrained load error for MoE." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they target different tokenizers and likely different underlying fixes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No meaningful overlap: ONNX import failure vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but from different packages and unrelated missing names." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script multi-label classification output; unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different symptoms and paths: dtype change in evaluate vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging backend omission vs Python 3.14 load failure; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal model problems: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx import error 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 SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; different bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Issue 38617 is one specific missing import; 45278 is a broad upgrade-related import regression, not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reported model/tokenizer behavior differs and does not indicate one underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to dtype mismatch CI failures." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder is a model-loading bug; AutoProcessor kwargs forwarding is a different loading path." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs missing get_number_of_image_patches/AttributeError are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification output bug is unrelated to SigLIP2 model discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and documentation parameter mismatch are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/MoE issues: one about Transformers 5.0 model support, the other about a from_pretrained error after 5.4.0." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs are separate problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs PyTorch version check bug in flex_attention; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD arguments not being used is unrelated to trainer.evaluate failing after trainer.train." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Both are model-specific, but VitPose breakage and Ministral-3 FlashAttention failure are different code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained visual-encoder keys and the other is a from_pretrained MoE error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label example-script output bug is unrelated to the pipeline translation-task message regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 47, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "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:43827|issue:45446", + "issue:44117|issue:45588", + "issue:43673|issue:46328", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:39401|issue:44779", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:42222|issue:46178", + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42371|issue:44261", + "issue:44877|issue:46231" + ], + "prepared_review_unit_hash": "d73bb6c39ba926fd3904dbe765cfbf4e822d5e6009e5e40174f67d004e9371af", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36666, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regression reports across tokenizer, loading, config, attention, and training code paths. None of the suggested soft edges look like true duplicates, so the cluster does not have a strong duplicate center.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must serve as the cluster representative, issue 43122 is the best fit: it is a broad tokenizer regression across versions, has inbound references, and is closer to the common theme than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest single representative for triage because it describes a clear cross-version tokenizer behavior regression with broader impact than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and failures: qwen3_omni_moe helper behavior vs a flex_attention import/version check." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Both mention 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"issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the flex_attention PyTorch version check issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "A None mapping in tokenizer lookup is not the same failure as flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor.pad inefficiency are unrelated bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leakage in multi-threaded dataloading is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is an init_empty_weights TypeError and the other is PretrainedConfig type checking." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization symptoms." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization depends on device state; NaNs in classification heads after checkout/init is a different failure." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are separate from a torchvision-missing crash in AutoProcessor." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A bumped PEFT minimum version is unrelated to the flex_attention import version guard." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue do not share a concrete code-path." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a general bug report and the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "These are separate missing-import issues for different symbols and different APIs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and a Mistral regex patch crash are different loading-time failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 causing degenerate training is unrelated to incorrect checkpoint serialization in save_pretrained." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different dtype/config lifecycle bugs." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models and a BACKENDS_MAPPING tensorflow_text error are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Cross-version tokenizer regression is unrelated to a noisy logging message." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning between sam3 variants is not the same as a key error while loading MobileLLM-125M." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading and a documentation parameter-name mismatch are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209" + ], + "soft_pairs": [ + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "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" + ], + "prepared_review_unit_hash": "2eea925bae67eb923b139ef95e250ed9d94bef59b3ad9d48cb17865a6f329fde", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate Transformers regressions or model-specific bugs. A few are thematically related to v5 upgrade/import/tokenization changes, but none are safe duplicate merges from the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here: it explicitly covers many import errors after upgrading to 5.5.0, so it is the best anchor for a duplicate cluster around upgrade regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is also the strongest global representative because it is broad, high-signal, and likely to absorb related duplicate reports about v5 import regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Different problems: local-path slash warning vs VRAM leakage in multi-threaded Qwen3ForCausalLM usage." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question versus a Qwen3.5-MoE from_pretrained loading error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths: tokenizer offset_mapping bug vs FP8 inference failure on B200 hardware." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import symbol in configuration_utils is unrelated to the _torch_extract_fbank_features() issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error and unrecognized-model/model_type error are distinct load-time failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "44933 is one specific missing import; 45278 is a broader umbrella for many import errors. Related theme, but not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance warning is unrelated to the FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different failures: missing qwen3next projections vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing-TensorFlow backend packaging are different issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and double optimizer.step under deepspeed are separate optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the concrete bugs differ: decoder type vs changed tokenization output." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging/install issue versus VitPose model loading failure; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image-patch helper missing method is unrelated to the MLA q_a_layernorm eps/config precision issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related problems: torch.split handling vs RoPE implementation discussion." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config field and unexpected position-id keys are not the same concrete regression." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache issue is unrelated to a bug in testing_utils.py." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time float32 warning and BLIP2 dtype not propagating are distinct dtype-related issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor export and PretrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage is unrelated to the TensorFlow backend detection/install issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific unsupported-feature reports for different models." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions request handling differs from a streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard sizing is unrelated to the Qwen3.5-MoE from_pretrained loading error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL-30B is a different problem from missing qwen3next projections." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Torch.split indexer behavior and DeepSeek-v4 comb transpose are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the DeepSeek-v4 transpose bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different concrete issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe failure are separate model-loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings config field is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils bug do not share the same failure path." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils 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": 49, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43064", + "issue:43097", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44933", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:43673|issue:46123", + "issue:44261|issue:44485", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "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:42907|issue:44655", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "a60fd596957dd545c6cffdcbb2b03a6a52fc34dc7d70ed6adfc37a4a215f7753", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35599, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and the soft pairs mostly share only broad subsystem keywords. I rejected every soft edge because none looks like the same concrete bug/change with enough specificity to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If forced to pick a canonical issue, issue:43873 is the strongest anchor: it is open, broadly worded, and has the most discussion/references, so it best represents a user-facing bug cluster. That said, it is not a safe duplicate match for the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most plausible cluster anchor because it is the broadest and most active bug report in the set; it is the best candidate to track centrally if any issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: Qwen3_5 infinite loop on one image vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split indexing bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Unrelated: image_utils import issue vs a documentation parameter-name mismatch." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: chunked_prefill cache handling vs MaskGenerationPipeline partial-batch finalization." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM/MLA, but one is an rms_norm_eps precision issue and the other is RoPE implementation." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to save_pretrained shard sizing." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: tokenizer-mapping None handling vs loading a specific model repo in v5.1.0." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family, but they describe different model versions and different tensor-path bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated processor-loading crash vs missing ReasoningEffort import from mistral_common." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption is a different bug from Liger Kernel not applying with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings API removal and flash-attention sink handling are unrelated failure modes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is an API removal complaint; the other is quantized model save/load breakage." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen family, but one is missing attention projections and the other is a config field dropped by strict validation." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Too vague to merge: generic Qwen3-VL-Moe bug report vs a specific qwen3next layer-0 projection issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Integration test seeding problem is unrelated to a noisy logging message." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local-files behavior is unrelated to a missing embed_tokens.weight in UMT5Encoder loading." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different namespaces; same broad symptom, not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwarg duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different areas entirely: removed tie-embedding API vs quantization/offloading behavior." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train() is unrelated to failing to import Trainer because datasets is installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to auto_docstring breaking under future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor-loading with missing torchvision is not the same bug as tokenizer mapping returning None." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different missing dependency/import paths: Qwen2.5-VL class import vs AutoProcessor video-model loading." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to an unsupported tensorflow_text backend entry." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different bug from saving Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on from_pretrained is unrelated to the default max_shard_size in save_pretrained." + }, + { + "left": "issue:44933", + "right": "issue:44987", + "accept": false, + "reason": "Image-utils import cleanup and loading a specific model repo are not the same underlying issue." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is an offloading bug and the other is a save/load round-trip breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "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", + 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No soft edges look like the same concrete underlying issue with enough confidence to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43097 is the best representative of the cluster\u2019s common theme: a broad v5 backward-compatibility/API regression with clear user impact and broader relevance than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest single issue to anchor the cluster because it captures the recurring v5 breakage pattern better than the narrower model- or platform-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning about bfloat16 precision is not the same as a model-specific compile 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"reason": "Nemotron FA2 support error and GPT2 attention scaling under SDPA/FlashAttention are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A breaking API removal is unrelated to a noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention on one model is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek dtype/transpose behavior are different model-specific issues." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and importing Trainer are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling and AttentionInterface.register behavior are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import failure are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored and zero-loss classification are different functional bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained loading failure are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend-install dependency selection and importing Trainer are unrelated import/package issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path slash warning and bfloat16 compile warning are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about precision is not the same as a torch>=2.9 flex_attention compile failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and batched apply_chat_template crash are different failures." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loaded after save_pretrained is unrelated to the DeepSeek dtype/transpose bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Removed Sam3LiteText configs breaking CI is not the same as a noisy logging message." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and fp8 inference support are different concerns." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling are unrelated model regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they target different missing outputs and do not clearly share one concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading failure and state_dict sorting load error are different loading bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are separate save-path issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection and tool-call assistant-message chat-template crash are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:44625|issue:46365", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "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", + "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:43010|issue:43976", + "issue:43618|issue:44077" + ], + "prepared_review_unit_hash": "3bbd1dc815d4cd9b09192d657500d580fcc1788d30a09729ba55e816710a5398", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37121, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly isolated regressions across different models, config fields, save/load paths, and environment compatibility issues. None of the soft-similarity pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the set is thematically similar in places, but the actual failures are diverse and model- or API-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global representative issue: the cluster is too heterogeneous to safely collapse into one canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeErrors, but they hit different model classes and different missing fields; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is about dropped layers in Smollm3 and the other is a GLM-5 implementation discussion; different root causes." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs import failure involving datasets/Trainer; unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are v5 tokenizer-related, but one is a behavior change flag and the other is a decoder-type regression; not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific errors: Flash Attention support vs invalid GenerationConfig." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and symbols; no shared underlying defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but one is embedding resize behavior and the other is attention mask construction; distinct code paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading breakage vs saving Pipeline objects; different APIs and failure modes." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save_pretrained, but one is Pipeline serialization and the other is quantized model roundtrip; not mergeable as one fix." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config bugs with no shared code path." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/save-load regressions, but they affect different models and different serialization logic." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they target different release/runtime combinations." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Completely different subsystems: attention backend support vs training loss usage." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Unrelated model features: label propagation vs attention masking." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute errors, but on different model configs and fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: CLIPOutput attentions assignment vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both concern config fields, but the models and missing properties differ; too broad to treat as one bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 encoder weight loading vs Qwen3.5 MoE from_pretrained error; distinct failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer state bug vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decorator on cache updates vs generic import errors; different code paths." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer arguments not used vs importing Trainer blocked by datasets; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/import-time problems, but one is compiled-file execution and the other is a torch.jit parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are serialization/config issues, but they affect different models and different missing fields." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Checkpoint/state_dict load failure vs Gemma pipeline roundtrip on a tokenization character; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute error vs distributed optimizer-state bug; no common underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness issues, but one is missing set_seed and the other is an xdist file race; different causes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad cache bug vs a broad complaint that v5 breaks many models; not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both touch import performance, but one identifies a concrete import-* cause while the other is a vague timing complaint." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load regressions, but on different models and key mappings." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/UMT5 loading failures; no shared code path." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs TP OOM while loading a large model; related area but not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decorator bug vs Python-version support issue; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output regression vs patchtsmixer post_init restriction; different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:43299|issue:44556", + "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" + ], + "prepared_review_unit_hash": "fcd4f9a9916aa930ab8b1a029c7731836d8c372ae22ae535f8ce6300c8db944c", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38305, + "estimated_input_tokens": 9577, + "estimated_eval_tokens": 19410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly semantically similar Transformers regressions, but they split across distinct code paths and symptoms (imports, tokenizer/model loading, CLI, docs, quantization, tensor-parallelism, and model-specific bugs). None of the soft pairs are safe duplicate merges.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43576 is the most broadly representative user-facing regression in this set: it is a concrete v5 breakage with a clear repro surface, and several other near-matches are also v5-era loading/compatibility regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single issue to anchor triage because it is specific, actionable, and closest to the recurring v5 regression theme among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loader-related failures, but one is a PyTorch dependency ImportError and the other is a tokenizer-loading regression; different root causes and fixes." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP outputs/structure, but one is missing attentions assignment and the other is an API/attribute inconsistency after v5; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "One is a CLIPOutput field regression, the other is a float16/CUDA loss crash in LwDetrImageLoss; unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different architectures and problems: a DSA/ReLU discussion versus DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "One is a flaky test due to missing set_seed, the other is a model loading failure for Phi-4 multimodal; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is an offline/local-files behavior bug, the other is a tokenizer AddedToken argument conflict; different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but one is seeding-related flakiness and the other is a stale device override test; not the same underlying defect." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "One is test flakiness, the other is auto_mappings referencing removed configs and breaking CI; different fixes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization memory growth/OOM, the other is checkpoint reload incompatibility after upgrading to v5; different root causes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 loading, but one is AutoTokenizer.from_pretrained and the other is checkpoint reload compatibility; not one concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for moe versus missing _tp_plan for tensor parallelism are separate model-export and parallelism issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A cache/layer no_grad decoration request is not the same as a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is a broken CLI command in v5; the other is an AttentionInterface registration behavior change. Same broad area, different bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is tensor-parallel metadata and the other is from_pretrained loading error; not the same concrete fix." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Both mention compiled/loading/runtime problems, but one is compiled Python file errors and the other is data filtering slowdown after upgrade; not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but one is missing PreTrainedModel and the other is missing HybridCache; separate symbols and likely separate causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different missing fields/APIs: tensor-parallel plan versus deepstack_visual_indexes being dropped by strict config parsing." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "One is a no_grad decoration request for cache/layer updates; the other is generation kwargs update after sync_gpus. Not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Both are about loading/docs around models, but one is Sentence Transformers hanging and the other is confusing forward() docs; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network calls and FP8 moe save_pretrained are different subsystems and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The 'racoon' issue is not meaningfully related to local_files_only behavior." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch-count method in GLM46V are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related model loading regressions, but one is Qwen3VL MoE loading and the other is general checkpoint reload compatibility." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failure and tensor-parallel training are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation references to removed pipeline() are unrelated to the 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors and inability to save Pipeline objects are different issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and Llama 3.2 vision model loading are distinct breakages." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior and a DSA indexer/ReLU discussion are different problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken transformers env command are both v5-era breakages, but not the same code path." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command and a PretrainedConfig type-checking issue do not share the same underlying defect." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI breakage in v5 is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "A documentation clarification request is not a duplicate of an import error for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue is unrelated to Gemma-4 audio relative positional encoding." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218" + ], + "soft_pairs": [ + "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", + "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:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351" + ], + "prepared_review_unit_hash": "246092d427eb44a612ca7797bbeaa231c223e7b0d23ecd2d54dff35d9889190e", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38290, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "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 regression reports centered on v5-era breakages, import/export issues, and model-specific bugs. I did not find any soft pair that clearly describes the same underlying bug/change, so I rejected all candidate merges.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s dominant theme: multiple v5 regressions causing breakage across models and APIs. It is still quite generic, but it best matches the overall cluster context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most cluster-like umbrella issue; it is broad enough to stand in for the repeated post-v5 breakage reports, even though the set is not a clean duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: the env subcommand is broken in v5, while the other is a Python 3.14 import/load failure." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated topics; GLM-5 RoPE discussion is not the same as a placeholder issue titled racoon." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained serialization and the other is inference support; different code paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs not forwarded and the other is attention interface usage; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel with model_init and FP8 inference on B200 are separate concerns." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache bug and a cache-strategies typo are not the same problem." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model bug; the other is a broad v5 breakage report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and tensorboard/TensorFlow backend error are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen/MoE, but one is a model bug and the other is missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding box errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import mechanics, but lazy loading and unsafe sys.modules access are distinct bugs." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but bbox-output errors and infinite looping on a specific image are different symptoms/root causes." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are separate failures." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support is unrelated to asking for a weight conversion script." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the same as broad v5 breakage." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression and missing GenerationMixin cache are different issues." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but they concern different models and different breakage mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and not the same as the broad breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as a broad v5 regression report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad post-v5 breakage reports, but one is specifically about import errors after upgrade; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance and a cache-strategies typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Slow import from import-* usage and a missing Qwen3_5 symbol are both import-related, but not the same defect." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support for NemotronH and Qwen3-VL bounding box errors are different model-specific issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading malfunction are related thematically but not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read error is specific; the other is just a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python 3.9/3.10 compatibility breakage and Qwen3-VL bbox issues are unrelated." + }, + { + "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 forwarding and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Slow import from import-* usage and missing HybridCache export are different import/export 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": 54, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "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", + "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" + ], + "prepared_review_unit_hash": "36a8c2b863051856dabc6ed408df7f34c63e78622fafa77a6ee4a2e6e3479ebe", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39435, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose loading/import/tokenizer-regression cluster, but the soft pairs are mostly superficial title matches across different bugs; none look like true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43502 is the best anchor for the cluster because it is a concrete, broadly relevant loading-path bug (`local_files_only=True` still triggers requests) and fits the repeated load/regression theme better than the more niche or documentation-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest representative issue: it is actionable, clearly a real bug, and broad enough to summarize the cluster\u2019s main failure mode without being as model-specific as several others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Typo in cache strategy naming vs a SequenceFeatureExtractor padding performance issue; different code paths and symptoms." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup in model code vs a testing_utils bug; unrelated changes." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility failure vs a vague general claim that many models break; not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box output problem vs Qwen3.5 MoE from_pretrained failure; different model families and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility issue vs an import failure for Qwen3_5ForCausalLM; not the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer vs an AttributeError in _get_tied_weight_keys; different utilities and code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still mentioning pipeline() vs a scheduler keyword-argument bug; docs cleanup is not the same as runtime behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs confusion around model.forward arguments vs an actual tokenizer loading regression; one is documentation, the other is behavior." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init vs degenerate training with flash_attention_3; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command vs lazy loading not working; unrelated command-line and loading bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation discussion vs Gemma4Audio positional encoding issue; no shared code path." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-key handling crash; different saving code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; too little evidence of the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug vs inverse_sqrt scheduler kwargs being ignored; unrelated functionality." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs inability to import Qwen3_5ForCausalLM; different surfaces and causes." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3-VL timestamp calculation bug vs GLM-5 RoPE implementation discussion; separate model logic." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp computation in a processor vs scheduler kwarg handling; no meaningful overlap." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Removing import-star usage vs a VRAM leak in multi-threaded inference; unrelated problems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared expert gating issue vs a `comb.to(...).transpose(...)` bug; different model internals." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation ambiguity in `forward` vs a model-loading regression for Llama 3.2; different categories." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs confusing `forward` docs; one is performance, the other documentation." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads vs GLM-5 RoPE implementation; unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs Qwen3.5 MoE from_pretrained error; different models and fixes." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings migration vs VRAM leak in dataloader threads; not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic complaint that many models break vs a specific import failure for Qwen3_5ForCausalLM; too broad to be the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Network requests despite `local_files_only=True` vs incorrect timestamp calculation in Qwen3VL Processor; different behavior and components." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing files on `processor.save_pretrained(...)`; separate processor-related failures." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs VRAM leak in dataloader threads; unrelated symptoms." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "`torch.split()` return-value issue in GlmMoeDsaIndexer vs Qwen3.5 MoE from_pretrained error; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI vs Qwen3.5 MoE loading error; not the same underlying problem." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layer norm epsilon precision discussion vs Qwen3.5 MoE from_pretrained error; unrelated implementation details." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Cannot import HybridCache vs cannot import Qwen3_5ForCausalLM; both are import errors, but they concern different symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronHForCausalLM vs an import failure for Qwen3_5ForCausalLM; different failure modes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior change from v4 to v5 vs wrong tokenizer decoder type; related area, but not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an obviously unrelated placeholder title; no duplicate signal." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo vs unrelated placeholder title; no shared bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions missing vs unrelated placeholder title; not a match." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure vs unrelated placeholder title; not a duplicate." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError vs chat template crash on tool-call assistant messages; different model formatting/saving paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config vs tied-weight-key crash; both are attribute errors but on different objects and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-464", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43572", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "954e428da656b98897903cb4714216bd2ff57db10c9b762a835a6e535af0cdd6", + "component_budget": { + "node_count": 464, + "item_count": 464, + "soft_pair_count": 1705, + "serialized_chars": 884263, + "estimated_input_tokens": 221066, + "estimated_eval_tokens": 442388 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 20, + "serialized_chars": 17139, + "estimated_input_tokens": 4285, + "estimated_eval_tokens": 8826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues across model loading, config typing, tokenizer warnings, training/runtime bugs, and inference features. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the clearest, most concrete bug report in the set: a version-specific from_pretrained failure for Qwen3.5 MoE with a well-scoped runtime symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is specific, actionable, and describes a concrete user-facing failure rather than a broad feature request or vague regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "One is a slow checkpoint load complaint; the other is an ImportError from a missing symbol. Different failure modes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and a tied-weights AttributeError are unrelated configuration vs weight-tie bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen MoE inference support and processor.save_pretrained missing files are different feature/serialization problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow not updating on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs do not share a concrete underlying bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 inference support and the other is a from_pretrained error; not the same fix." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are separate subsystems and symptoms." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support is an inference pipeline feature gap, not FP8 Qwen MoE support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are distinct model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps type hint and tokenizer regex warning after 4.57.3 are unrelated; one is typing, the other is warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "A Mask2Former ignore_value bug and kwargs not forwarded to loss calculation are different training-loss plumbing issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface concerns are separate code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value handling does not match tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These are different model-specific implementation bugs with no clear shared root cause." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value logic and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing loss kwargs and an incorrect type hint are not the same defect." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a string/attribute typo in quantization code are separate changes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about RMS norm semantics is not the same as a type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former runtime behavior and ModernBERT type annotation 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": 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": "d3845436de1156660fe220685c9190fbf4b51c42210ecf95caa87840ff9205f7", + "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: token truncation behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word time offsets. They should not be treated as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "issue #10519 is the most concrete and well-scoped, but the items are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #10519 is the clearest, most actionable request; the other two are separate feature ideas in different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation strategy for token sequences is unrelated to Wav2Vec2 word timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation options and ReduceLROnPlateau-like scheduling are different features with no shared bug." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduling functionality is unrelated to Wav2Vec2 time-offset requests." + } + ] + }, + "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": "458f54631d1a1979b628d16a54a65996639ad80f865fe99d9b92c16ef2e2fb60", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not a true duplicate cluster. Two are about model loading/download behavior, but one is about tokenizer parity for TAPAS and the other is about a private-model auth error message; neither matches the bert-base-uncased loading report closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 16618 is the broadest and most central of the three, since it concerns model loading itself, but it is still not a clean umbrella for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the best representative only in a loose sense because it is the most general user-facing failure in the set and has the most discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: TAPAS tokenization parity vs inability to load bert-base-uncased. They affect different code paths and would not be fixed by one change." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is about an incorrect error message when downloading a private model without login; 16618 is about failing to load a public model. Related area, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "ec5f5483f70c24a2f919f2dec45610de01631b6442e4ab33bd940578b9d1d5d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad community-contribution feature requests, but for different capabilities: Flash Attention 2 support vs GGUF support. They are related only at the template/category level, not the underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the two issues request different features and would require unrelated implementation work.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, #26350 is slightly better as the more established and more discussed request, but it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests for different support targets (Flash Attention 2 vs GGUF); not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "340936a47e1a1f475a31e9c004d30759c8896a215f97b77fec21f5b19abc2746", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly locale-specific doc-translation requests, so the cluster is not one duplicate set; the only clear duplicate-looking pair is the identical Thai issue pair.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical: Turkish, Spanish, Romanian, and the placeholder-language issues are separate translation requests. If deduping the one exact duplicate pair, issue:46222 is the better canonical because it is earlier and still open.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46222 is the best representative only for the exact duplicate pair, since it is the earlier open copy with the same Thai title/body as 46226.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; same template style does not make Turkish the same as another locale." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different locale targets; these are separate doc-translation requests, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Distinct language-specific translation request, not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is separate from another locale-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; not the same request." + }, + { + "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": "Separate locale-specific translation requests, not one bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and the placeholder-language issue are not clearly the same translation task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different locale requests; same broad subsystem is not enough." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "These are separate language translation requests, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request and the Thai request are different issues." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian and Thai translation requests are distinct." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Placeholder titles likely correspond to different languages; not enough evidence of the same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These appear to be different locale translation requests." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No evidence these are the same language or the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different translation requests; do not merge on template similarity alone." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Likely different locale requests despite identical template wording." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Separate translation tasks for different languages." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Separate translation tasks for different languages." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different locale requests; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different locale requests; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title/body and near-duplicate timestamps; this looks like the same translation request duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the Thai pair (46222/46226) as the only clear duplicate-looking pair, and it avoids overclaiming duplicate status for the locale/template translation requests where the packet only shows soft similarity. The canonical choice of 46222 as the earlier open copy is supported by the timestamps and states." + }, + "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": "83a51dcb254da1e846308f2432935626f63b3e1a7098b73eb3d5681fe67e9129", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model-request issues across different model families and modalities (text, audio, vision). They are related by topic, but they are not duplicates of the same underlying 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:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are different model additions with different architecture/config needs." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert is a text encoder model request; Qwen3-TTS is an audio generation support request." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated model families (BERT-style encoder vs detection model)." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection/vision model requests, not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a vision detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer are different model types and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR is vision detection; Qwen3-ASR is speech recognition support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target unrelated modalities and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests with different architecture assumptions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT is a BERT-like text model; circuit-sparsity is a sparse-transformer request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated text vs audio model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT do not share the same underlying bug or implementation change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families; both are additions, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are separate model support requests in different domains." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support is not the same change as adding a weight-sparse transformer model." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model architecture requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model additions (text/LLM vs audio TTS)." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different modalities and would require separate implementations." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model-support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated text vs audio model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a concrete model request; BERT-like models with RoPE is a broad architectural class, not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS concern different model types and code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by prefix but represent different tasks and fixes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are both audio-related but for different models and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities (speech vs OCR/vision)." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as adding a sparse transformer model." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model support requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated audio vs perception-encoder model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is not the same underlying change as sparse-transformer support." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and model classes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families; one is audio, the other is a text-related request." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "A sparse transformer request and EUPE are not the same code-path change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate audio model support requests, not one merged fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS target unrelated text vs audio model implementations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and model support paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests from different authors and model families." + } + ] + }, + "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": "56a055dcff0371a6de165fa7aaede292ab68887bc94752be1a627460453569bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request about adding `pruna` as an optimization framework, and the other is a vision RoPE refactor. There is no duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and artifact types of work: a docs add-on request versus a vision model refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 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": "2ddf0da63bbb46bb90d5ebb71a8124851078c345d93b12a4cc0d129ec9d6129c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is about block decoding behavior, the other requests support for a specific model/version (DeepSeek v3.2).", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; they describe different feature/bug areas with no shared targets or evidence of the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue is appropriate because the topics are distinct and do not appear to be duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects: decoding implementation vs model support request. No shared filenames, targets, or concrete overlap indicating the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "5322125063dc67d6131217613c5a62c6cac0ea47742ab0661d20190d354531a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues mention custom trainers, but they address different behaviors: one is about `remove_unused_column` customization in `Trainer`, and the other is about FLOPS estimation for custom trainers. They are related in theme but not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the more concrete Trainer customization request and centers on a specific code path (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best representative because it is narrowly scoped and directly tied to a specific Trainer behavior that can be changed independently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared mention of custom trainers is too broad; one issue is about column pruning in `Trainer`, the other about FLOPS accounting. They do not appear to describe 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": 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": "714e86239e7fb18a61941ab01cdc67d4be7e9839d1b00af54cdbba3a2ef6badf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad level (Qwen/AutoModel support) but they target different models and different capabilities: Qwen3-Omni registration vs. Qwen3.5 sequence-classification support.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more general AutoModel/AutoModelForConditionalGeneration registration request and is the better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best issue anchor because it describes a concrete registration gap with a broader scope than the narrower Qwen3.5 sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: one is Qwen3-Omni model registration for generic generation auto classes, the other is Qwen3.5 AutoModelForSequenceClassification support. Same family, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b75c7276d26113350a0e04c0f9371cbab3e12cd947f1bd2afdf26183550e5530", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to be a set of low-information issue duplicates with generic or near-identical titles, but there is not enough body/detail evidence to confidently merge any pair.", + "confidence": 0.42, + "canonical_issue_reason": "Issue #43845 is the earliest of the clearly overlapping 'huggingface' issues and is as representative as the others given the lack of substantive detail.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43845 is the best anchor for the cluster because it is the earliest near-duplicate title and has no evidence making it less representative than #43846 or #43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are too generic and there is no body/detail evidence showing the same underlying bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only soft title similarity is present; no concrete shared problem is described." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient information beyond vague title similarity to treat these as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Near-identical titles alone are not enough without a shared concrete issue description." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "No substantive evidence beyond the repeated generic title." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The items look similar superficially, but the available data does not confirm 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": 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": "39f34c273925ef0b589e1d5698109b8fa1ce3c4a430a90762e8c406257cd70f4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5782, + "estimated_input_tokens": 1446, + "estimated_eval_tokens": 3148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated spam/placeholder issues with no substantive body text, explicit targets, or shared concrete bug. None are good duplicate candidates; all soft links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are generic spam/placeholder reports with no actionable problem statement to unify around.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best; each entry is too vague and non-technical to serve as a meaningful duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both titles are just '' and provide no concrete shared bug or feature request beyond generic spam labeling." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no body detail; identical generic titles are not enough to infer the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and describe different kinds of low-signal content, not one bug." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder is not the same underlying issue as 'Check out \"Google LLC\"'; no concrete shared problem is visible." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation-suggestion placeholder and a spam placeholder are not clearly the same defect/change request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Both are low-information, but the titles do not establish a single underlying issue or duplicate report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical generic spam titles are insufficient evidence of the same underlying bug or change request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles point to different spam-like content with no shared concrete issue description." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "There is no evidence these are the same underlying report; the titles are unrelated and too vague." + } + ] + }, + "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": "f372737fbb3182c420045dcb0c01d2d40ead99e7068291acfd49f6cba76a9549", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be near-exact duplicates: same title, similar body size, and no distinguishing metadata. They should be clustered together as the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is a clean canonical choice because it is effectively identical to #45151 and was created slightly earlier.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative since it appears to be the same report as #45151 and is the earlier submission.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Exact same title and very similar body length with no other differentiating evidence; this looks like a duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, very similar body lengths, and no stronger contrary evidence in the provided metadata. The soft-edge acceptance is conservative enough for a duplicate-issue cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "fa234b4a83d05be4e495ef1b9c2e4ca808730a805209d720a3d1db1a3f2bd4c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in nearby areas, but they do not look like duplicates: one is a torch.finfo/uint8 audio-module failure, the other is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate: issue 45672 is a torch.finfo/uint8 audio-module failure, while 45674 is a BitsAndBytesConfig regression where llm_int8_skip_modules clears the default lm_head exclusion and triggers an AssertionError.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the cleaner representative issue because it states a concrete config regression and failure mode; 45672 is a separate, more niche audio/NF4 dtype path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: TypeError from torch.finfo on uint8 audio-module weights vs AssertionError caused by skip_modules clearing the default lm_head exclusion. Similar 4-bit context is not enough to merge them." + } + ] + }, + "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": "4e99415bcf748447cfa39afea866b3e1dda62c6dcfc583653a76bd59877af0d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates; they are unrelated low-signal items with different personal names/dates and no shared technical context.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because there is no underlying shared bug or feature request; they appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Same broad pattern only via superficial text similarity; the titles refer to different people and dates, with no shared problem description, code path, or explicit linkage." + } + ] + }, + "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": "caad7aebb56acebfc3af9cb7ae445b74360c96ec8c1154e179fdc0573915bf59", + "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 closed issues appear unrelated and contain no technical description or shared context; they look like separate low-information entries rather than duplicates of the same bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different personal-name/date titles with no body, filenames, targets, or technical details; no evidence they describe 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": "dc59f1357440f1073fb223b727e55f7db60baaabe258bb801198f345327260a4", + "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": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They affect different features and code paths.", + "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: model-class support for Qwen3_5 token classification vs. training-time FP8 support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7f29f841d935d9bce397e6a31ba8d59082dd98da3a5904310e240daa3626ddf0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two exact duplicate pairs\u201445870/45871 and 45872/45873\u2014while 45869 is a separate dataset/sample request and the cross-pairs are only topical financial-data similarity, not the same issue.", + "confidence": 0.96, + "canonical_issue_reason": "45872 is the strongest anchor here: it is the most detailed, concrete report and 45873 is an exact duplicate, making 45872 the clearest representative issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the most actionable and specific issue overall; the other near-matches are either a separate duplicate pair or only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different asks: dataset bundle/sample offer vs. a financial time-series prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different asks: dataset bundle/sample offer vs. a financial time-series prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent body content; clear duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related financial-data theme, but different concrete request: prediction example vs. prediction plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent body content; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it only marks the two exact-title/jaccard-1.0 pairs as duplicates, treats the cross-pairs as merely topical similarity, and does not overstate evidence. The canonical issue choice is also supportable from the titles and body-length differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "8df69b07e52e02690549bb67f61b41a4c0da862d2f24ff43c266df60b60499d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static cache and linear-attention, but they describe different observed failures: one is shape corruption leading to a RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention`. They may be related, but the evidence is not strong enough to treat them as the same underlying bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a more general mechanism (`early_initialization` corrupting linear-attention layers) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it frames the broader static-cache/linear-attention defect and likely covers more downstream reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Do not merge: the titles point to different concrete failures (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there is no explicit shared fix or code path shown." + } + ] + }, + "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": "b4bc4e80c22edc58d232e2eced654ed55789f55633e5af8bbc83efd41ba16c09", + "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 effectively exact duplicates: same title, same body size, and matching soft-similarity evidence. The open issue is the better cluster representative for ongoing tracking.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open and can serve as the active tracking item for this exact duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 best represents the cluster since it is open and identical in content to #46551.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and effectively the same report; these are duplicates describing the same tokenizer bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the two issues have identical titles, identical body_length, and a soft_similarity link with jaccard 1.0. Choosing the open issue as the canonical tracker is conservative and reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "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:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "db01b834dc24e83ae3fa91e10850aae1f64554bc91b90e56a9e513c9e2401ed1", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "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 unrelated PRs spanning new-model additions, docs, tokenizer/processor tweaks, and model refactors. The only true duplicate-like pair is the two `fixed_cross_entropy` changes that both add `weight` and `label_smoothing` support in the same file; those should be grouped together. All other soft links are too broad to merge as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best canonical PR: it makes the same concrete `fixed_cross_entropy` fix, has the explicit tracking issue link, and is the clearer, more complete representation of the change. `43254` is a near-duplicate variant of the same edit.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative of the only true duplicate pair and is the most suitable global PR anchor because it has the issue reference and the clearest intent. The rest of the PRs are unrelated to this loss-function fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs. ExecuTorch export test; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition vs. exportability test; no shared underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs. adding MobileLLM; unrelated model areas." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes vs. adding MobileLLM; same broad library, but not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support vs. adding MobileLLM; completely different subsystems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility change vs. Mistral4 test/model work; unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape test vs. Mistral4 fixes; not the same concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test vs. new MobileLLM model support; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition vs. class config resolution fix; no common code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon output-interface refactor; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs. model-creation skill PR; not mergeable as one concrete fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor vs. Mistral4 test/model changes; different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs. `layrnorm` renaming fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fix vs. chat parsing overhaul; different subsystems and purposes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 work vs. TDT loss kernel integration; unrelated change sets." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model updates vs. config resolution order fix; not the same underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model changes vs. repo skill/documentation PR; no shared bug or code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs. model-creation skill/documentation; not a duplicate change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches modify `fixed_cross_entropy` in the same file to pass `weight` and `label_smoothing` through to `nn.functional.cross_entropy`; they address the same concrete bug and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only mergeable duplicate pair is the `fixed_cross_entropy` change in `pull_request:43251` and `pull_request:43254`, which share the same file, the same issue target, and the same concrete fix. The other soft links are correctly treated as unrelated or too broad to merge into one bugfix PR." + }, + "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": "7115251010116f4125f1b73727b3bb7460cd03b737a48b324e766c2c6233c426", + "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": "Both PRs are about VibeVoice, but they target different scopes: #40546 is the core VibeVoice implementation, while #42781 adds a separate realtime/acoustic-tokenizer extension. They overlap on shared model scaffolding, but they are not the same concrete change and would not naturally merge into one PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the better canonical PR because it appears to be the primary, self-contained implementation of VibeVoice. It is broader and more central than the draft realtime follow-up.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best PR for the cluster because it represents the base VibeVoice codepath and is the clearest standalone implementation; #42781 is a draft extension focused on realtime support and an additional acoustic tokenizer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: shared VibeVoice files indicate related work, but #42781 adds realtime-specific functionality and an acoustic tokenizer on top of the base implementation. They do not look like the same underlying change or a single mergeable 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": 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": "e54a7928c93e94591c20dd4cf2abce583b5f437f140b9eaef08b231143178c86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a better canonical duplicate target because they address completely different code paths and model areas.", + "best_issue_reason": null, + "best_pr_reason": "No single PR stands out as a canonical representative since the changes are unrelated and not duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different implementation surfaces. One adds covariate forecasting for TimesFM; the other adds image classification support for DINOv3. They are not the same underlying change and could 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": 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": "215b3bc25c6a5d9931479c67bbce2af511b5d2885257d945a7fb85468299c268", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with overlapping integration scaffolding but different model-specific code and docs. They should not be deduplicated together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the best representative only in the sense that it is the most substantial and mature of the three (highest review activity, broader integration surface), but it still describes a distinct model addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 has the strongest evidence of completeness and engagement, with many review comments and a broad set of model/auto/doc/test updates; however, it is still not a duplicate of the other two because the concrete model and code paths are different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are new-model PRs and share generic Transformers integration files, but they add different models (DeepSeek OCR vs Isaac) with distinct configs, processors, and tests; not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "These are separate model onboarding PRs for Isaac and Kimi2-6. Shared auto-registry/docs plumbing is expected, but the model-specific code paths, filenames, and intended behavior are different." + } + ] + }, + "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": "3a162837f631195d48b082264ff1c8e72233f36d588908268f064a7799406aa5", + "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 two separate maintenance PRs: one upgrades checkout/cache/upload-artifact and related workflow actions for Node 24 compatibility, while the other upgrades docker/build-push-action and a different set of workflow actions. They overlap in general theme but not in the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster only because it is the broader GitHub Actions compatibility update, but it is not a duplicate of PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they update different action families and address different maintenance changes. They do not look like the same underlying bug or a single PR that could plausibly subsume both without becoming a broader release-level upgrade." + } + ] + }, + "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": "8ed0d095701462e11a92a606554e7d71f97c83f496e83f8d6e592148ee2faee3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17510, + "estimated_input_tokens": 4378, + "estimated_eval_tokens": 9012 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17510, + "estimated_input_tokens": 4378, + "estimated_eval_tokens": 9012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five unrelated model-addition PRs. They share boilerplate Hugging Face patterns like docs toctree and auto-registry edits, but each introduces a different model family and code path (ViT NEPA, Molmo, Molmo2, CTSM, Step3.7 Flash). None looks like a true duplicate of another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared registry/docs changes are boilerplate, not the same fix or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA and Molmo2. No shared concrete code-path problem; overlap is only generic model-registration work." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated additions for ViT NEPA and CTSM. Similar support files do not indicate the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model releases with separate configs, processors, and tests; not mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions. Similar auto/docs edits are insufficient to treat them as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM address different models and code paths; they only coincide on generic integration scaffolding." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3.7 Flash are different model integrations in different domains; shared auto-mapping/docs changes are not enough to merge them." + } + ] + }, + "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-43291-5", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request: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": "c30f14bc64f152e56686936a6e77366d7797a4dcfbbda8cdff43cf617514f6c9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 14126, + "estimated_input_tokens": 3532, + "estimated_eval_tokens": 7320 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 14126, + "estimated_input_tokens": 3532, + "estimated_eval_tokens": 7320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that all have superficial title/file similarity. The only substantive code fixes are in different areas, and the test-only PRs are clearly not duplicates of each other or of the code fixes.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest canonical anchor: it contains an actual production bug fix in generation config validation (plus related generation-path updates and tests), unlike the mostly test-only or unrelated PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best overall representative because it fixes a concrete runtime bug in core generation behavior and is more substantive than the other candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer logic vs. CLIP/ViT test edits; only superficial test-related similarity, not the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode fix and FP8 dequant fix are unrelated code paths in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer change versus generation watermarking/config validation fix; different underlying problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both are test changes, but they target different models and different failure modes; not mergeable as one fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Dummy test assertions in CLIP/ViT are unrelated to the FP8 dequant bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test noise is unrelated to the generation config/runtime bug fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 kernel/dequant changes are unrelated to PhiMoE integration-test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch core/integration code, but they fix different concrete issues in different execution paths." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking/config fix is unrelated to PhiMoE test environment handling." + } + ] + }, + "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": "e7bc2edc6d27d509fc87eda48127b0dc7233c478914836dffa4ac1d79bf294fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open '[don't merge]' pull requests with unrelated maintenance/test changes: one bumps version/deps and tweaks a Vit test, the other rewrites several CI/workflow files and test utilities. They are not the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the broader, more representative change set in this cluster; it touches the CI/workflow path rather than a narrow setup/version tweak.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong canonical merge target because both are intentionally non-mergeable test/demonstration PRs, but #43532 is the more substantial artifact overall.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "The PRs change different code paths: #43488 is a setup/version/dependency + Vit test tweak, while #43532 modifies CI workflows, testing utilities, and related tests. Shared test filename alone is not enough to treat them as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 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": "96cdaf53f16f0742f8b98184fd024e8516cdb941876f4a849858d1c91f944475", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Distinct PRs for two different segmentation pipelines; they share docs/registry scaffolding but do not implement the same feature or fix the same code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 43612 adds promptable concept segmentation, while PR 43613 adds promptable visual segmentation; they overlap in plumbing but target different pipelines/models.", + "best_issue_reason": null, + "best_pr_reason": "Neither is a strong global duplicate representative because they address different features rather than one concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline additions (concept vs visual segmentation) with shared boilerplate only; 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": "addfb69eb306a956d15c2168558c761bfa69df716c828e903e3e683fb21df5fd", + "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": "Both PRs touch `src/transformers/trainer.py`, but they solve different trainer extensibility problems: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not duplicate fixes and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better representative because it makes a concrete trainer behavior change around loss scaling and has more discussion activity than the refactor-only column-filtering PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger standalone change in the cluster: it addresses a specific runtime behavior in `training_step`, whereas PR 43663 is a separate refactor to expose signature-column logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different underlying concerns: gradient accumulation loss normalization vs. model signature column filtering. They would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e8f46244c29ffeacffb05661ce7d55e4067507fd71a2537822164d2c3294a98f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "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 mention a TypeAdapter-related NameError, but they are not the same change: one broadens the file to postponed annotations, while the other narrowly fixes the pydantic-absent import/annotation path. I would not merge them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more targeted and concrete fix: it directly addresses the runtime `TypeAdapter` annotation issue when pydantic is unavailable, with a smaller and clearer change surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it cleanly fixes the specific import/annotation failure mode with minimal collateral changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and related symptom, but different fix strategy and likely different bug scope; 43656 applies a broader postponed-annotations refactor, while 43842 specifically guards `TypeAdapter` for the no-pydantic case." + } + ] + }, + "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:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request: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:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "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:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "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": "716a6449ab196e4df2985ca5175b13361c5726ed22386ff2330f94042d58622b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of independent model-specific refactors toward standardized output tracing. The only clear duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen trio; the rest are shared-pattern changes across different model families, not the same bug/change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the best anchor PR: it explicitly targets #43979, has the clearest GPT-J/CodeGen output-tracing refactor, and serves as the most representative self-contained change in the duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the strongest representative PR for this cluster because it is explicit about the tracking issue and covers the core GPT-J/CodeGen tracing migration more cleanly than the later near-duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the output-tracing pattern is similar." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT refactor vs DeBERTa refactor; same standardization theme, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing migration in overlapping files; this looks like a duplicate/iteration of the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet vs EfficientNet; different models and implementation details." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet refactor vs GPT-J/CodeGen refactor; not the same code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; shared tracing motif only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen tracing vs MGP-STR tracing; same infrastructure idea, different models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same module; same concrete change with minor iteration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; related style, different code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; different model implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; 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too broad to be duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "No shared implementation path; only the generic refactor naming overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and refactor surfaces; not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "These target unrelated model codepaths and cannot plausibly be one merged PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (`upernet` vs `rwkv`) and different output handling details." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared codepath; one is segmentation model refactoring, the other is Mamba output capture plumbing." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Even though both are output-tracing refactors, they affect unrelated models and different forward logic." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are distinct codepaths; this is not a duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and different refactor scope." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared bug or exact codepath; just same refactor theme." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model implementations, not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are tracing-related, but they modify different models and are not mergeable into one concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are encoder-decoder related, but they target different model classes and different files." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and distinct codepaths; too broad to call duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "These are separate model refactors with no shared bug or codepath." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different forward behavior." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct model families; only the refactor pattern matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are separate implementations with different code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated models and no concrete overlap beyond the tracing refactor theme." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model internals and no shared bug fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model implementations; not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model wrappers and forward paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different output semantics." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` have unrelated codepaths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and separate output handling changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Both are tracing-related, but they affect unrelated models and cannot be merged as one 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": 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": "0370260e56a6e78058beb04d61390b2c3e0bf22ecbc7df41d1e19e5b037f0c94", + "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": "Two open PRs, but they are unrelated feature additions: one adds PenguinVL, the other adds Voxtral TTS. They share only generic model-registration and docs plumbing, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative only because it has an explicit issue target and a tightly scoped feature addition, whereas 44662 is a separate model implementation with no issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the stronger standalone PR candidate: it has a clear issue reference, focused Voxtral TTS support, and a cohesive change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths; shared auto-registration/docs files are boilerplate, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "a93ead2000335199ec99276a3cf7e796dd7fe2180873fe3df7b0d6fa953371fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion, but they target different layers: #44979 introduces a generic module-fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model-loading paths. They are related feature work, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the broader, more user-facing integration PR, spanning config, loading, integrations, and an example, while #44979 is the lower-level API foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it covers the main end-to-end KernelConfig fusion workflow and is the more complete feature change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion features, but not the same concrete code-path problem. #44979 adds a generic module-fusion API; #45363 implements KernelConfig-based n-to-1 kernel fusion in model loading/integrations. They could be merged separately." + } + ] + }, + "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": "763e796e48732fd82f65a4f36c702e4582e3a36888c2e8a694fb82bd6b9b030e", + "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 address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds a test.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR: it fixes the same code-path bug as 45086 and includes an additional test, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the strongest standalone PR candidate because it directly targets the reported bug, touches the same fix site, and adds coverage for the regression.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying fix for the same AttributeError in `_patch_mistral_regex`; the code changes are effectively identical and 45317 simply adds test coverage, so these are mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "46b6c061bc28d3b5a101e001a77ca3c96a5c29a8f6681fa8c4a329d389caf838", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: two PRs are about NemotronH model refactors, and two are about Nemotron ASR streaming support. None are true duplicates; the closest pairings are adjacent follow-ups in the same area, not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly subsumes the whole cluster. If one representative is needed, 45569 is the broadest NemotronH refactor, but it does not cover the ASR work.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the most substantial umbrella artifact within the NemotronH subgroup, with broad model/docs/auto wiring changes, but it is not a global duplicate canonical for the whole set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH refactors, but 45115 is a GraniteMoeHybrid inheritance/mapping change while 45569 splits NemotronH into dense/sparse variants and updates docs/auto wiring. Different concrete changes, not one mergeable duplicate." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and tasks: NemotronH architecture refactor vs Nemotron 3.5 ASR streaming. Shared auto/docs files are not enough to treat them as the same change." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but they target different model versions/families (Nemotron ASR vs Nemotron 3.5 ASR) and different code paths, so they should stay separate." + } + ] + }, + "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": "bf5f9468ae4a7c75cc053a4eb1bfc7270645dd91be1f4ab6b679497745a08c8a", + "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": "Two related but distinct PRs: one adds heterogeneous per-layer configuration support, the other adds heterogeneous modeling/runtime support. They share infrastructure files, but they are not the same underlying change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it introduces heterogeneous model support across configuration and modeling code paths, making it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best single representative because it covers the larger end-to-end heterogeneous-model feature rather than only the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: #45333 is limited to per-layer config support, while #45332 focuses on modeling/runtime integration and broader heterogeneous model behavior. They would not plausibly collapse into one PR without blending distinct implementation scopes." + } + ] + }, + "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": "01857eed64ab97d4b083389aea6e702ba5e8ba85581452f2e89d1a4e530154ed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about typing, but they address different changes: one is a broad type-checking sweep across many files, the other adds typing aliases/protocols and related checks. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more coherent representative: it introduces specific typing helpers/protocols and updates the corresponding code paths, whereas 45415 is a wider repo-level type-checking cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best standalone PR in this cluster because it has a narrower, well-scoped typing refactor. PR 45415 is broader and more of a general type-checking sweep, so it is less suitable as the canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they are not the same concrete change: 45415 is a broad multi-file type-checking pass, while 45425 adds typing protocols/aliases and targeted updates. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "44034a5d1bccf9434278ddd02dd44f0f5ca3597bf899469e7d20d48db39dc47e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "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 pull requests: one fixes multi-token cached forward in Qwen3.5/GDN linear attention across several model files, the other fixes Mamba2 `use_cache` behavior when `seq_len > 1`. They do not appear to be the same underlying bug or mergeable into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the cleaner canonical PR: it has an explicit issue target, a narrowly defined cache/sequence-length bug, and a focused fix path in one model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best representative of the cluster because it is the most self-contained and clearly described bugfix, with a direct issue reference and limited scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: these PRs address different model families and different cache bugs. 45513 fixes multi-token cached forward in Qwen3.5/GDN linear attention; 46084 fixes Mamba2 `use_cache` when `seq_len > 1`. They are not the same code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "30ffa7a36fb5350a7b5adaaf44a7d53c562700d226026e4c1666dd1a33ae3bed", + "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 are two related EP/loading PRs, but they fix different concrete bugs: one adds config/`has_ep` plumbing for EP + ZeRO-3 loading, the other prevents expert weights from being overwritten during FSDP2 loading. They overlap in subsystem, not in underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the better representative of the cluster because it fixes a direct state-corruption bug in the model loading path with a clear runtime effect on expert parameters.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both touch EP/loading, but the failures differ: 45548 is about preserving `distributed_config` and exposing `has_ep` for ZeRO-3/accelerate launch, while 45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Different code paths and root causes." + } + ] + }, + "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": "a8d133df3eff031bc7f6128b2cdcc27defb6f2627ca55fe4fe815de7db371b1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision in patched testing debug artifacts, with 45645 extending the same core fix to CI log collection. They are close enough to treat as duplicate/overlapping fixes, with 45645 the broader and more complete candidate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe artifact fix in `testing_utils.py` and also updates CI handling to read multiple captured_info files, making it the more complete superset of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall PR candidate: it fixes the same captured_info collision problem and includes the downstream workflow adjustments needed to preserve debug output in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info/xdist collision path in `src/transformers/testing_utils.py`; 45645 is a broader superset that plausibly subsumes 45639, so they can be treated as overlapping 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": 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": "d34fe31d21edbc2d38841e4774ab94cdced9716bbe9293f977d5695705b44be0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7579, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7579, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are separate, model-specific changes. Two add attn_implementation dispatch support for different architectures, and one is a small AutoModel registration nit. None are true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the strongest representative only in a loose sense: it is a self-contained, concrete implementation change with model code, conversion mapping, docs, and tests. It is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes: AutoModel registry mapping vs RecurrentGemma attn_implementation dispatch support." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different underlying changes: AutoModel registry mapping vs BLIP-2/InstructBLIP attn_implementation dispatch support." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Same broad feature theme, but different model families and code paths; they should remain separate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f287e5e2be311c6ab6bf13bb7403630bf57cf6931f93b6d0ff59d60323b23e06", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both transformer lint/chore changes, but they target different rules and different code paths: TRF003 return-tuple handling vs TRF018 weight-initialization modeling patterns. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: 45720 adds can_return_tuple and adjusts forward return_dict handling for TRF003, while 46259 changes _init_weights implementations across models for TRF018. They touch similar model files, but not the same concrete bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "7d28c22b7d1c3e6996b69c617e7b8cc2d0cd290bb11a3f6be42d3cc9b57513ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5082, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5082, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs, not duplicates: #45932 is a broad/internal testing and model-code change set (workflow secrets plus multiple model files), while #46100 is a ViT test migration adding a new Bonbon ViT test file and related test updates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs address different workstreams and code paths, so neither is a duplicate representative of the other.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good cluster-level representative because the cluster does not reflect a single underlying change or bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the diffs are about different changes. #45932 touches CI secrets and multiple model implementation/config files, while #46100 adds a new ViT test migration file and related test updates. They do not fix the same concrete code-path problem 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": 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": "e6ddafe9876ba4ae24c073f1cf3d9ba956be99bf51b49da36a9b1e6f146c7490", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8401, + "estimated_input_tokens": 2101, + "estimated_eval_tokens": 4458 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8401, + "estimated_input_tokens": 2101, + "estimated_eval_tokens": 4458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about `attn_implementation=sdpa` dispatch support, but they target different model families and code paths (CTRL, T5, and wav2vec2/audio stack). They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest and most representative implementation in the cluster, touching many related audio model files and clearly centered on SDPA dispatch support for one concrete subsystem.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the best single representative for the cluster because it has the largest scope and most complete cross-model implementation among the candidates, while still being a concrete code change rather than just docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA dispatch PRs, but one is for CTRL and the other for T5; these are separate model implementations and not the same code-path fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL attention dispatch and wav2vec2/audio attention dispatch are different model families with different internals, so they should not be merged as duplicates." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 decoder attention dispatch and wav2vec2/audio dispatch are distinct changes in unrelated model code, despite the shared SDPA theme." + } + ] + }, + "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": "e6946278c14609f14ebd5d94ad0e5e3dd331c6a96d993b22a8b3653d35ab8904", + "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": "These are not duplicates: one PR adds a focused EP/Trainer routing feature, while the other is a broad distributed branch base touching many subsystems and CI. The shared distributed filenames are too generic to indicate the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the most coherent and specific change set: it targets EP routing and Trainer integration with a clear code-path focus. PR #46269 is a broad base branch with many unrelated distributed edits, so it is not a good canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative for the cluster because it is narrowly scoped and has a concrete feature goal, whereas PR #46269 is too broad and mixed to serve as a canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only at the subsystem level (distributed/tensor_parallel/utils/trainer files). #46126 implements EP router masking and Trainer integration, while #46269 is a large distributed branch base touching many files and CI, so they do not look like the same fix 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": 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": "e169768104d45bc8534835e78975eb3dc6f2fea820537ed58ae4afdc78d6618a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23355, + "estimated_input_tokens": 5839, + "estimated_eval_tokens": 11934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs. The only tight overlap is the pr-ci-security-gate.yml trio, but those PRs change different parts of the workflow and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the strongest central representative of the only meaningful subcluster: it adds the actual security-gate checks for workflow/CI-infra changes in pr-ci-security-gate.yml.", + "best_issue_reason": null, + "best_pr_reason": "PR #46554 best represents the cluster because it is the most substantive and concrete workflow-security change among otherwise unrelated workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes: stdin handling in self-comment-ci vs security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "These touch different workflow files and solve different problems; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow edits: command piping in self-comment-ci vs reusable-workflow commentary in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow and different fix; only superficial similarity as small YAML churn." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflow files and different security/operational fixes; not duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark trigger change are unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and unrelated adjustments; no shared code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Memory-monitor/download hardening and reviewer-assignment checkout behavior are separate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows with unrelated security fixes; not the same underlying bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner secrets handling vs pr-ci-security-gate permissions/approval gating are distinct." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they change different jobs and triggers; not mergeable as one fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions hardening and reviewer checkout ref change are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different logic changes; only broad YAML similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout and benchmark dispatch support are unrelated workflow updates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated implementation details." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Reviewer workflow checkout fix is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger expansion and build-image message parsing fix are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different problems; no shared bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image commit-message handling and pr-ci-security-gate checks are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying issue." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but one adds file-diff security checks while the other changes permissions and approval gating; related, but not the same concrete change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Direct security checks vs reusable-workflow wrapper notes are different implementations and different changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but they modify different parts of the workflow and are not duplicates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build CI image trigger parsing and pr-ci-security-gate workflow notes are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening and pr-ci-security-gate workflow commentary are 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": "346e98c4183a539d4c682927d07c0f5e32f29a95fb8b4656b5f31b3544b9e3ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are related cleanup changes to stop reading Python source files with plain open(), but they target different code paths and concrete behaviors, so they are not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more concrete and self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes test coverage for that specific behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the better representative of the cluster because it addresses a specific source-reading bug in a core runtime path, rather than a broader helper refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share the general theme of avoiding open() for source inspection, but the affected code paths are different (import_utils helper vs. modeling_utils attention-implementation check) and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d5936dfdd7af6d2567fbe54328dea7ac9df856e55b25fc92d731fe346baf6070", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 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Canonicalize on the earlier, more established type-hint PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the earlier, original StaticLayer.get_seq_length type-annotation fix, with the same file-level change as 46474 and an explicit issue link/review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 best represents the duplicate pair because it is the first occurrence of the identical cache_utils typing change and already anchors the referenced issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different fixes: 46436 changes generation cache max-length handling, while 46474 only adjusts the StaticLayer get_seq_length type hint. Same subsystem, but not the same underlying change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "These are effectively the same PR: same file, same type-hint change, same explicit issue target, and identical diff intent." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 46173 and 46474 share the same file, same issue target, and identical type-hint diff, so treating them as duplicates/canonicalizing on the earlier PR is conservative. The separation of 46436 is also supported because it changes generation cache max-length handling in a different file and is a distinct fix. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "6196817b4ae9aa1fd6ac2d01ab87999f3f450d1d6c87c29e31a2830ba78db7d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4786, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4786, + "estimated_input_tokens": 1197, + "estimated_eval_tokens": 2650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug: the right side mask should include the full boundary (`<= right_window_size`) in the same code paths. They target the same issue and are duplicative at the change level; the later PR is the better representative because it also adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it makes the same boundary fix as 46310 but also includes a test file, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best cluster representative: same exact bug fix in the same files, with added regression coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying boundary bug in Moonshine streaming masking, same changed code paths, and the second PR is just the more complete version with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b649e21459886c0074961b187fcc5cfe9d6c7ca6599a763267f1cdacb41faf99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one is a draft infra change for multimodal continuous batching, the other adds the HunYuan VL model implementation and docs. They do not look like duplicate fixes or mergeable variants of the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the more complete and self-contained change: it adds a specific model with code, tests, and docs, whereas PR 46376 is a draft infrastructure feature spanning a different subsystem.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the best representative PR in this cluster because it is concrete, non-draft, and narrowly focused on one model addition; PR 46376 is broader, draft, and on a separate continuous-batching feature path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying work: continuous-batching multimodal support versus HunYuan VL model addition. They touch different subsystems and cannot plausibly be merged into one PR as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/manifest.json b/snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..13bdcc57b075d5ac7b931b94e9b75ae6795602fc --- /dev/null +++ b/snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260611t180022z", + "artifacts": { + "hybrid": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-11T18:10:55Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260611T180022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260611T180022Z/manifest.json b/snapshots/20260611T180022Z/manifest.json index 5e0b961606a57abfcd2031b38f9bd2b9b943138c..9345cc0a1abff4347cb2ae7cd76f36f733057df6 100644 --- a/snapshots/20260611T180022Z/manifest.json +++ b/snapshots/20260611T180022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1679 }, "extracted_at": "2026-06-11T18:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260611t180022z", + "runs": { + "hybrid-model-20260611t180022z": { + "analysis_id": "hybrid-model-20260611t180022z", + "artifacts": { + "hybrid": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260611T180022Z/analysis-runs/hybrid-model-20260611t180022z/manifest.json", + "model": null, + "published_at": "2026-06-11T18:10:55Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260611T180022Z", "watermark": {