diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 9469c61e81d88cad28d0715296420b6d53282a23..9cb2453657ba3d56fd7c5f2bded9816d6bddc4cd 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": "20260608T000032Z", - "generated_at": "2026-06-08T00:06:14Z", + "snapshot_id": "20260608T060044Z", + "generated_at": "2026-06-08T06:16:41Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 5293c6e16de5d69b689e5922a9ce28b7c9056501..a7ab72567ad3b66048e3af2fc17ce5b3fc9c4415 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": "20260608T000032Z", - "generated_at": "2026-06-08T00:06:14Z", + "snapshot_id": "20260608T060044Z", + "generated_at": "2026-06-08T06:16:41Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:24643", "issue:30277", @@ -96,8 +96,8 @@ "issue:43039|issue:45161", "issue:43975|issue:44457", "issue:44292|issue:44457", - "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:34928|issue:44805", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -108,8 +108,8 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:43828|issue:45161", + "issue:34928|issue:41720", "issue:43828|issue:44292", "issue:43541|issue:43716", "issue:43716|issue:46468", @@ -134,430 +134,370 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "cbecb1b9274de51440f539fa6d1b0add94786df118b15f99356bf69853c8c785", + "prepared_review_unit_hash": "9f98a237ee546ccaee5c48bbdbbc145c04d10d28b3ef59f82c5f9c1c6ed66a00", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 65, - "serialized_chars": 47165, - "estimated_input_tokens": 11792, - "estimated_eval_tokens": 23840 + "serialized_chars": 47169, + "estimated_input_tokens": 11793, + "estimated_eval_tokens": 23842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports with two small duplicate pockets: DeepSpeed ZeRO-3/BERT index errors, and Qwen3.5 MoE rotary-embedding/offload state handling. Most proposed edges are only superficial text similarity, not true duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43596 is the best canonical anchor among the genuine duplicate candidates: it states the broader DeepSpeed ZeRO-3 + BERT IndexError, and issue:43638 reads like the same failure with a more specific non-pretrained-BERT setup.", + "summary": "Nearly all candidates are unrelated. The only clear duplicate pair is the two ZeRO-3/BERT index-out-of-bounds reports (43596/43638); the rest differ by model, subsystem, or root cause.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43596 is the earliest, most general description of the shared ZeRO-3/BERT index-0-out-of-bounds bug, so it is the best canonical anchor for the one true duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest issue to keep as the representative bug report because it is the cleaner, more general description of the repeated BERT/ZeRO-3 zero-size tensor failure.", + "best_issue_reason": "Issue 43596 is the cleanest and earliest statement of the shared failure mode, and it matches the only accepted duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/configuration and different failure mode; both are Qwen-related but not the same bug." + "reason": "Different Qwen3.5 problems: config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend symptoms; no clear shared code path." + "reason": "Different hardware/backend bugs: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different device/dtype failure contexts." + "reason": "Mistral-3 image dtype mismatch is unrelated to GPT-OSS running on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are MoE-related, but the dtype/autocast bug and AMD GPU runtime issue are not the same concrete defect." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model/example failures; too broad to be one underlying bug." + "reason": "Different model and failure mode; Nemotron example breakage is not the same as GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/runtime issues; only shared broad MoE/subsystem wording." + "reason": "Different code paths: GPU compatibility issue vs GraniteMoEHybrid invalid-method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems and different error classes; not the same bug." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model export error versus FP8 quantization failure." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model-specific issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime path; generic similarity only." + "reason": "ONNX export error is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is outdated docs; not the same issue." + "reason": "A task crash is not the same as outdated RAG documentation." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup after v5, but they target different deprecated references and are not the same concrete change." + "reason": "Both are docs issues, but they concern different removed features and need separate fixes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different failure types: export error versus import error." + "reason": "ONNX export failure and GenerationMixin import error are distinct issues." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training workflow bugs with no shared code path." + "reason": "Qwen3.5 SFT embedding unpacking and resume-with-trust-remote-code are different training workflows." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different tensor-shape/indexing issue versus device-map forward mismatch." + "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention IndexError, but one is a DeepSpeed ZeRO-3 BERT loading bug and the other is a mask shape mismatch; not the same defect." + "reason": "Different failure signatures and models; this is not the same indexed-tensor/mask bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/BERT empty-index error is unrelated to the mask-shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated training resume / trust-remote-code issue." + "reason": "BERT ZeRO-3 loading bug and resume/trust_remote_code problem are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error families; the BERT/ZeRO-3 zero-size issue is not the same as the mask-shape mismatch." + "reason": "BERT ZeRO-3 index error does not match the mask/index shape mismatch bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/video token issue versus tensor mask mismatch." + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime failure modes; too broad to merge." + "reason": "Indexed-tensor mask error is unrelated to GPT-OSS MoE TP behavior." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated training resume bug and official example bug." + "reason": "Resume/trust_remote_code failure and Nemotron example breakage are different issues." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different Qwen video template bug versus training resume issue." + "reason": "Qwen3-vl video StopIteration and training resume failure have different roots." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different training/loading problems; only superficial similarity." + "reason": "ZeRO-3/BERT index bug is unrelated to the locally downloaded model resume issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different product areas and failure types." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the collectives mismatch and zero-size BERT loading bug are distinct." + "reason": "DeepSpeed collective mismatch and BERT ZeRO-3 index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BERT zero-size IndexError on the same loading path; one is just a more specific non-pretrained-BERT variant." + "reason": "Same ZeRO-3/BERT index-0-out-of-bounds load/init bug; 43638 is the more specific duplicate." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy behavior is unrelated to GPT-OSS TP failures." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are not the same failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different tokenization/LoRA behaviors and different code paths." + "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime issues; no shared underlying bug." + "reason": "Qwen NVFP4 runtime error and LoRA reload mismatch are unrelated." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Both are shape-related, but one is checkpointing/FSDP and the other is mask indexing; not the same issue." + "reason": "DeepSpeed weight-dimension error is a different bug from collective mismatch." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Both are DeepSpeed-related, but they are distinct runtime failures." + "reason": "FSDP activation-checkpointing size recomputation and mask-shape mismatch are distinct failures." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding device/offload/materialization bug around inv_freq handling." + "accept": false, + "reason": "Same module family, but CPU-offload incompatibility and uninitialized-memory-after-to_empty are different concrete bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different BERT/ZeRO-3 loading bug versus GPT-OSS TP bug." + "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to trainer API signature breakage." + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to CustomTrainer compute_loss signature changes." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model and different failure path." + "reason": "BERT ZeRO-3 loading bug does not match GPT-OSS MoE TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and different device mismatch symptoms." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different model bugs." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different Gemma4 embedding behavior versus Qwen3.5 video-token mismatch." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video chat-template mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime problems; only broad MoE similarity." + "reason": "Qwen NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU issues." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different model-specific compatibility bugs with no shared code path." + "reason": "Gemma3 vLLM config regression and Mistral regex patch crash are different bugs." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 issues: device placement mismatch versus expensive reverse embedding lookup." + "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding lookup are different concrete failures." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch compatibility complaint versus NVFP4 model runtime failure; not the same defect." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Different distributed-training and device-mapping failures." + "reason": "Torch/transformers compatibility and Qwen NVFP4 runtime failure are not the same issue." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different MoE models and different failure modes." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are model execution issues, but not the same concrete bug." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Different model/runtime errors; only generic dtype/runtime similarity." + "reason": "Phi-tiny-MoE autocast mismatch is unrelated to GPT-OSS TP behavior." }, { - "left": "issue:43716", - "right": "issue:46468", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different model-specific bugs." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature breakage are unrelated." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Different backend failures; no same code path." + "reason": "FSDP checkpointing bug and GenerationMixin import error are different issues." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Different training vs inference/runtime issues." + "reason": "GPT-OSS AMD GPU failure has no overlap with outdated RAG docs." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Different Qwen model bugs and different failure locations." + "reason": "Liger Kernel cross-entropy call and mask-shape mismatch are different bugs." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Different model families and error surfaces." + "reason": "Corrupted Ovis2 checkpoint and missing Sam3Model text encoder weights are unrelated." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Invalid-method bug in one model versus MPS histogram integer support issue in another." + "reason": "Torch 2.4.1/transformers 5.8 incompatibility is different from USE_DISTRIBUTED=0 breakage in v5.9.0." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Liger kernel cross-entropy call is unrelated to Qwen3.5 SFT unpacking." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." }, { "left": "issue:41762", - "right": "issue:43638", + "right": "issue:43596", "accept": false, - "reason": "Both involve ZeRO-3 loading, but Gemma3 and BertModel failures are different bugs." + "reason": "Gemma3 ZeRO-3 load failure and BERT ZeRO-3 index error are different model-specific reports." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Related to docs removals in v5, but they are different obsolete references and not the same change." + "reason": "Both are docs regressions, but they cover different removed artifacts and are not the same change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/backend errors; no concrete shared bug." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to the MPS histogram op error." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Different training packing issue versus MPS backend limitation." + "reason": "Qwen3.5 SFT embedding issue and MPS histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different code paths and different failure modes." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "Different DeepSpeed/model issues and different APIs involved." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation checkpointing mismatch is unrelated to the GenerationMixin import breakage." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "Different model runtime bug versus docs issue." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger kernel cross-entropy issue is unrelated to tensor mask mismatch." - }, - { - "left": "issue:43866", - "right": "issue:46402", - "accept": false, - "reason": "Corrupted checkpoint versus missing text-encoder weights; not the same underlying bug." - }, - { - "left": "issue:45800", - "right": "issue:46304", - "accept": false, - "reason": "General version incompatibility reports, but for different dependency combinations and symptoms." - }, - { - "left": "issue:43296", - "right": "issue:46304", - "accept": false, - "reason": "Different backend/version breakages and different model-loading surfaces." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 loading errors, but the Gemma3 and BERT cases are distinct." + "reason": "Liger Kernel cross-entropy behavior is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/config attribute failure versus device-map CUDA assert." + "reason": "Gemma3 vLLM config regression and Qwen3 auto-device assert are different model/runtime bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pockets are well-supported by the issue titles, and the rejections avoid overstating weak similarity into duplicate claims." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted duplicate pair, issue:43596 vs issue:43638, is well-supported by the nearly identical ZeRO-3/BERT index-out-of-bounds signature and the creation order. The other rejections stay within what the titles and metadata justify." }, "evaluator_used": true, "retried": false, @@ -573,10 +513,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:36010", "issue:39290", @@ -635,8 +575,8 @@ "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", - "issue:45812|issue:45920", "issue:44863|issue:46015", + "issue:45812|issue:45920", "issue:45020|issue:46304", "issue:43866|issue:44863", "issue:44292|issue:46015", @@ -663,28 +603,28 @@ "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:44805|issue:44918", - "issue:44387|issue:45005", "issue:43541|issue:45161", + "issue:44387|issue:45005", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", "issue:43531|issue:45070", "issue:45020|issue:45800" ], - "prepared_review_unit_hash": "bdac03df1027d7083405d55fb0fe716ca5d59f8fd2b8227776beb56c7aaa4a4a", + "prepared_review_unit_hash": "7182f45cce6eaad4bc06063a7fbe6089177bc79c58255983976ded9cf997ed91", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40096, + "serialized_chars": 40093, "estimated_input_tokens": 10024, "estimated_eval_tokens": 20304 }, @@ -693,186 +633,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous regression reports, not one cohesive duplicate set. The only strong duplicate-like pair is the AutoTokenizer wrong-token-IDs regression across models.", + "summary": "This is mostly a heterogeneous cluster of unrelated issues. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where one report is the broader multi-model version of the same bug.", "confidence": 0.69, - "canonical_issue_reason": "Issue #45920 is the broadest and most complete report of the tokenizer ID regression, covering multiple affected model families and the same v5-era failure mode.", + "canonical_issue_reason": "Issue 45920 is the best anchor for the only clear duplicate family because it describes the broader AutoTokenizer v5 regression across multiple model families, while 45812 is the narrower Granite-specific instance.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the best umbrella issue: it is open, explicit about the shared tokenizer regression, and aggregates the widest model impact.", + "best_issue_reason": "Issue 45920 is the strongest representative issue in this set: it is broad, current, and captures the shared tokenizer regression more completely than the narrower duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failures: float8 storage lookup vs distributed support breakage. Same release family, but not the same bug." + "reason": "Different failure modes: missing float8 storage vs distributed/pytorch support on USE_DISTRIBUTED=0." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different models and code paths: Gemma4 device placement vs Qwen3.5 video chat-template token/feature mismatch." + "reason": "Both involve model loading/inference, but one is a device mismatch in Gemma4 PLE and the other is a Qwen3.5 video/chat_template token-feature mismatch." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU execution issue vs table-question-answering crash; no concrete shared bug." + "reason": "Unrelated subsystems: AMD GPU support for GPT-OSS vs a table-question-answering task crash." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern unrelated documentation updates and not one underlying code change." + "reason": "Both are docs-related, but they cover different docs problems and different APIs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are distinct model-specific problems." + "reason": "Different models and errors: Voxtral processor failure vs Gemma4 device placement mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy behavior and Qwen3-vl StopIteration are unrelated code paths." + "reason": "Different code paths: Liger kernel cross-entropy dispatch vs Qwen3-VL video StopIteration." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Both report the same underlying AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + "reason": "Different topics: detokenization regression vs outdated RAG examples." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading issue is unrelated to RAG documentation examples." + "reason": "Checkpoint loading failure for NemotronH vs documentation cleanup for RAG examples." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying bug: AutoTokenizer returns wrong token IDs after the v5 regression; 45920 is the broader report and 45812 is the Granite-specific instance." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad remote_code compatibility breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "One is remote_code breakage, the other is a PyTorch distributed build/runtime compatibility issue." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "A corrupted Ovis2 checkpoint is not the same as NemotronH implementation loading failures." + "reason": "Both are model load problems, but the models and root causes differ (corrupted checkpoint vs implementation can't load checkpoints)." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to documentation examples." + "reason": "TypeError from init_empty_weights/_is_hf_initialized is unrelated to RAG documentation examples." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes init argument incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes Int8Params compatibility is a different dependency issue from USE_DISTRIBUTED=0 support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute for vLLM/Gemma3 and the other is a Qwen3-MoE behavior issue." + "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a Qwen3-MoE model issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the reported shapes/contexts differ enough that a shared root cause is not established." + "reason": "Same error pattern, but the reported contexts differ enough to treat as separate DeepSpeed/Bert loading cases without stronger evidence." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading and table QA task crashes are unrelated." + "reason": "Different tasks and symptoms: Whisper model loading vs table-question-answering crash." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "A unit-test model loading failure is not the same as a corrupted checkpoint report." + "reason": "Both are model-specific load failures, but for different models and different failure reasons." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and PretrainedConfig/pydantic regression are separate compatibility problems." + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are unrelated breakages." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT loading error and torch 2.4.1/v5.8.0 incompatibility are not the same bug." + "reason": "Both mention torch/distributed compatibility, but one is DeepSpeed zero3/Bert and the other is a specific torch 2.4.1 vs transformers 5.8.0 incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different subsystems: detokenization vs table QA runtime crash." + "reason": "Detokenization regression and table QA runtime crash are different bugs." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model loading and pydantic config breakage are unrelated." + "reason": "Whisper loading issue vs pydantic model field regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; different code paths." + "reason": "Both involve Qwen3.5, but one is a chat model crash and the other is a streaming chat/completions API failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model execution error and table QA crash are unrelated." + "reason": "Different bugs: init_empty_weights TypeError vs table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/config issues, but one is sliding_window_pattern and the other is device_map forward mismatch." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming API failure and MPS histogram/int error are unrelated." + "reason": "Different model/runtime failures: Qwen3.5 streaming API vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing vs MPS histogram op support." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/tracing-related, but they affect different models and different execution mechanisms; not one concrete bug." + "reason": "Grouped_mm tracing failure in Mixtral is not the same as an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template node compile error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window_pattern attribute error are different problems." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/distributed compatibility and Gemma4 device mismatch are separate issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Same generic IndexError shape family, but one is a mask/index mismatch and the other is a zero-sized tensor during Gemma3 loading; not enough evidence they are the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Failed PaddleOCR-VL loading and GGUF gpt-oss support are distinct model-support requests." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the PretrainedConfig pydantic field issue." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are training-time tensor/mask issues, but the error shapes and implicated paths differ; too little evidence for one root cause." + "reason": "Both are runtime errors, but one is a mask/tensor shape mismatch and the other is a Qwen3.5 embedding unpacking failure with TRL." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different concrete code paths." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM under v5 is unrelated to tied-weights translation-model behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is different from a Qwen3.5 streaming inference/API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different bug from the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference failures are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig regression are not the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers version incompatibility are separate compatibility issues." + "reason": "Remote-code breakage and torch 2.4.1 compatibility are different causes and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The choice of #45920 as the umbrella/canonical issue is supported by the broader, open report, and the only accepted duplicate pair (#45812/#45920) is plausibly the same AutoTokenizer v5 token-ID regression. No overstatement stands out." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45812 vs issue:45920, is well supported by the shared AutoTokenizer wrong-token-ID v5 regression, with 45920 clearly the broader report. The remaining soft-edge rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -888,13 +912,12 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:36331", - "issue:38175", "issue:39186", "issue:39692", "issue:40990", @@ -935,12 +958,13 @@ "issue:45542", "issue:45632", "issue:45698", - "issue:45701", "issue:45759", "issue:45800", "issue:45902", + "issue:45920", "issue:46294", - "issue:46463" + "issue:46463", + "issue:46489" ], "soft_pairs": [ "issue:43716|issue:46294", @@ -950,18 +974,18 @@ "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:45542|issue:45800", - "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:40990|issue:44960", + "issue:39186|issue:44918", "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005", + "issue:40990|issue:44960", "issue:42915|issue:45399", - "issue:43873|issue:45005", "issue:44530|issue:45005", - "issue:44863|issue:45005", + "issue:43873|issue:45005", "issue:45183|issue:46463", "issue:44360|issue:44512", + "issue:44863|issue:45005", "issue:44918|issue:45507", "issue:44492|issue:44512", "issue:43975|issue:44292", @@ -969,246 +993,239 @@ "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", - "issue:36331|issue:41762", "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:45920|issue:46489", "issue:43872|issue:44589", "issue:43950|issue:45902", - "issue:43054|issue:45701", - "issue:43866|issue:44403", - "issue:38175|issue:43054" + "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "535b3f02d8e1476c6d996fbf5958398a63e018205eed12d94986283cc6f78487", + "prepared_review_unit_hash": "50f9afab85226c087732f33bb80d721acd3b5bb7f7abd1c4bd027eeb5474b587", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37535, - "estimated_input_tokens": 9384, - "estimated_eval_tokens": 19024 + "soft_pair_count": 32, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but a few pairs are strong duplicates: the v5 non-persistent-buffer corruption reports, a Qwen3.5 video-token mismatch regression, and a trust_remote_code/custom-module resolution collision. Most other pairs only share broad subsystem or model-family similarity and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the non-persistent-buffer regression, and it lines up directly with the shorter duplicate descriptions in 43644 and 44534.", + "summary": "Mostly heterogeneous issue set with two clear duplicate pockets: the non-persistent-buffer corruption regression around Transformers v5, and a likely Qwen3.5 video-input regression. Most other pairs are only superficially similar and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression and cleanly subsumes the near-duplicate reports in 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best canonical anchor because it is concrete, regression-focused, and names the exact failure mode and mechanism; it best represents the duplicate buffer-corruption subgroup in this cluster.", + "best_issue_reason": "issue:43950 is the strongest canonical issue candidate: specific, regression-focused, and directly supported by duplicate-like reports with nearly identical symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different models and different multimodal failures; both are video/image input issues, but not the same concrete bug." + "reason": "Different models and different failure modes: image preprocessor/model dtype mismatch vs video-feature/token count mismatch." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Unrelated runtime errors: torch dynamo grouped_mm tracing versus missing Float8 storage object." + "reason": "Unrelated runtime errors: torch-dynamo grouped_mm tracing vs missing Float8 storage object." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen3.5 video-input regression, with 46294 appearing to be a specific symptom of the broader token/feature mismatch in 44479." + "reason": "Same Qwen3.5 video-input regression: both describe video feature/token mismatch on the same multimodal path." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the failing code paths are different: mask-length mismatch versus ZeRO-3 zero-sized parameter access." + "reason": "Both are index errors with ZeRO-3, but the concrete failures differ (mask shape mismatch vs size-0 out-of-bounds)." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reported problems differ: degraded text embeddings versus nonsensical AutoModel/pipeline output." + "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is a broader AutoModel/pipeline output issue." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different bugs: multimodal config unwrapping versus uninitialized rotary embedding memory after meta materialization." + "reason": "Different Qwen3.5 multimodal bugs: text_config unwrapping vs uninitialized rotary embedding state after materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "No shared code-path bug; one is a missing TensorFlow backend check, the other is a torch/transformers version incompatibility." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "Both mention training/loading, but they are distinct failures on different models and different paths." + "reason": "No common bug: TensorBoard/TensorFlow backend detection vs a torch/transformers version compatibility issue." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and different multimodal/training failure modes." + "reason": "Both touch Qwen-like multimodal/text handling, but one is image dtype mismatch and the other is an embedding-unpacking/TRL issue." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "No meaningful overlap beyond being model-specific inference complaints." + "reason": "Different concrete failures: FSDP weight dimensionality vs Qwen3.5 embedding unpacking in SFT training." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module resolution problem: cache/path collision causing the wrong custom module to be loaded." + "accept": false, + "reason": "Related to custom-module loading, but one is a cache-path collision and the other is wrong module selection after save_pretrained." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Unrelated issues: Jupyter/custom model initialization versus flash-attn2 fallback gating." + "reason": "Different root causes: custom model initialization in notebooks vs flash-attn fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but they affect different model classes and appear to be separate bugs rather than one mergeable fix." + "reason": "Both mention tied weights, but one is a missing lm_head tie in a specific model and the other is a broader translation-model v5 issue." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus fallback logic blocked when fa2 is absent." + "reason": "No duplicate evidence; extremely high perplexity on gpt-oss is unrelated to the GLM5 issue." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "Quantization offloading behavior is unrelated to tied-weight issues." + "reason": "Unrelated: Qwen3Moe FP8 failure vs flash-attn fallback being blocked by other checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a different code path than tied-weight handling." + "reason": "Different bugs: PagedAttentionCache linear_attention rejection vs tied-weights regression." }, { - "left": "issue:44863", + "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights in translation models." + "reason": "Quantization/offloading behavior is unrelated to translation-model weight tying." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both are validation/error-message bugs, but they target different validation logic and are not clearly the same underlying defect." + "reason": "Both are validation-message issues, but they target different model families and different input checks." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Completely unrelated: DSA indexer discussion versus outdated docs about a removed command." + "reason": "DSA indexer discussion is unrelated to a docs-only change about the removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is a different bug from translation-model tied weights." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared concrete code-path bug." + "reason": "Different bugs: SFT embedding unpacking vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are documentation/text issues, but about different docs and different fixes." + "reason": "A typo in cache strategies is unrelated to the removed transformers run command docs issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different runtime symptoms; no evidence of the same bug." + "reason": "Different tokenizer/runtime bugs: deepseek-coder detokenization vs Qwen-3-8B-NVFP4 execution failure." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unrelated model execution failure versus invalid-method call in a different model implementation." + "reason": "No shared concrete code path; NVFP4 runtime error is unrelated to GraniteMoEHybrid's invalid method call." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 corrupts/overwrites non-persistent buffers during load/materialization." + "reason": "Same underlying regression: non-persistent buffers are corrupted/junk-filled during Transformers v5 loading." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 is the shared subject, but one is a documentation example/model-processor mismatch and the other is a model-quality complaint." + "reason": "SigLIP2 docs-example errors are a different problem from the text-embedding quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Direct duplicate descriptions of the same non-persistent-buffer junk regression in Transformers v5." + "reason": "Same bug: v5 causes non-persistent buffers to be filled/corrupted instead of preserved." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/numerics, but one is an autocast dtype mismatch and the other is an RLHF gradient-explosion/SDPA fallback problem." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure modes: custom trainer signature mismatch versus DeepSpeed ZeRO-3 empty-tensor indexing." + "reason": "Different failures: unexpected compute_loss kwarg vs out-of-bounds loading under ZeRO-3." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Different models and different numeric-instability/training failures; not the same concrete bug." + "reason": "Tokenization regressions, but the affected models and symptoms are different enough that they do not look like one bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage-related TypeErrors, but they involve different missing incompatibilities and different code paths." + "reason": "Distinct bitsandbytes/storage issues with different error signatures and code paths." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffers/initialization, but the concrete bug is different: buffer corruption on load versus uninitialized rotary embedding memory." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "Too broad and not the same bug; one is SigLIP2 embedding quality, the other is tokenization changing across versions." + "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 rotary embedding memory initialization." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Unrelated issues: checkpoint corruption versus loading noise/doc-style behavior." - }, - { - "left": "issue:38175", - "right": "issue:43054", - "accept": false, - "reason": "Same model family, but the symptoms are different enough that they do not clearly look like one underlying bug." + "reason": "Checkpoint corruption and noisy load output are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are plausible from the titles alone: the non-persistent-buffer regression set (43644/43950/44534), the Qwen3.5 video-input mismatch set (44479/46294), and the trust_remote_code/custom-module loading collision set (45632/45698). The non-duplicate rejections are also appropriately cautious. I did not see a clear overstatement that would require rejection." + "feedback": "Grounded overall. The canonical issue choice for the non-persistent-buffer regression is well supported by the packet, and the false soft-edge rejections are conservative. The Qwen3.5 video-input pair is plausible from the titles, though it would be safest to describe it as a likely related regression rather than a proven duplicate." }, "evaluator_used": true, "retried": false, @@ -1224,13 +1241,12 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:36331", - "issue:41093", + "issue:38175", "issue:41553", "issue:41762", "issue:42491", @@ -1242,7 +1258,6 @@ "issue:43643", "issue:43742", "issue:43782", - "issue:43792", "issue:43824", "issue:43827", "issue:43828", @@ -1252,7 +1267,6 @@ "issue:43883", "issue:43950", "issue:43975", - "issue:44220", "issue:44291", "issue:44368", "issue:44387", @@ -1268,271 +1282,269 @@ "issue:45081", "issue:45356", "issue:45399", + "issue:45488", "issue:45520", "issue:45663", "issue:45685", + "issue:45701", "issue:45715", "issue:45823", "issue:45859", "issue:45902", - "issue:46315" + "issue:46315", + "issue:46489" ], "soft_pairs": [ + "issue:38175|issue:43054", "issue:41553|issue:43883", + "issue:43054|issue:45701", "issue:44910|issue:45859", "issue:45663|issue:45902", "issue:42947|issue:44387", - "issue:43054|issue:43493", "issue:41553|issue:43881", "issue:44403|issue:44451", + "issue:43054|issue:43493", "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:41762|issue:42915", - "issue:43782|issue:44960", "issue:45685|issue:45823", - "issue:43824|issue:43872", "issue:43881|issue:43883", "issue:44991|issue:45399", + "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:42491|issue:44368", "issue:43828|issue:45823", "issue:45081|issue:45399", + "issue:45488|issue:46489", "issue:45715|issue:46315", + "issue:43782|issue:44960", "issue:45020|issue:45356", "issue:43742|issue:45399", "issue:43404|issue:43950", "issue:43827|issue:44509", - "issue:43872|issue:44291", "issue:42915|issue:43872", - "issue:43792|issue:44220", - "issue:36331|issue:41093" + "issue:43872|issue:44291" ], - "prepared_review_unit_hash": "48b2be9ed773463c93ab5bdf3dfa7139b77a3d58c01f2187153f2a6a8bf9a887", + "prepared_review_unit_hash": "4ddcbadbe41c210843ac17d60085ba3b8cb095502d2853f3ff21f83b093a648b", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36831, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "soft_pair_count": 32, + "serialized_chars": 37173, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformer bugs and docs regressions. I only accepted a few clear duplicate pairs; most soft links are same-subsystem but not the same concrete defect.", - "confidence": 0.89, - "canonical_issue_reason": "No single cluster-wide canonical issue: the items split into separate subgroups. If forced to anchor one bug, issue:44291 is the clearest runtime regression report, and issue:44509 is the clearest docs regression report.", + "summary": "This cluster is still mostly a mix of unrelated Transformers regressions. The docs/pipeline deprecation pair is a clear duplicate, while the DeepSeek tokenizer pair is related but not evidenced strongly enough here to call a duplicate with confidence.", + "confidence": 0.8, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest standalone issue here: it states the root cause clearly, is reproducible, and cleanly covers the same unexpected `_is_hf_initialized` regression seen in issue:43872.", + "best_issue_reason": "issue:44509 is the clearest representative of the confirmed docs duplicate pair because it directly captures the v5 pipeline-task removal mismatch in docs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same broad model family, but the symptoms and underlying failure modes differ." + }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different failures: tokenizer loading error messaging vs missing `all_tied_weights_keys` on Molmo." + "reason": "Tokenizer loading error messaging and a tied-weights attribute error are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 quality regression; the other is a broad tokenizer-version complaint." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-MoE related, but one is a flash-attn packed-sequence crash and the other is a CPU-offload rotary embedding bug." + "reason": "Both involve Qwen3.5, but they hit different code paths and different failures." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Distinct model/code paths: Gemma4 FSDP2 shared-kv rebuilding vs Qwen3_5Moe rotary-memory initialization." + "reason": "Different model families and different bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different problems: LoRA gradient-checkpointing ineffectiveness vs int4 quantization memory growth/OOM." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": true, - "reason": "Both describe the same SigLIP2 implementation discrepancy; one reports worse embeddings, the other names the HF-vs-JAX mismatch." + "reason": "Gradient-checkpointing/LoRA ineffectiveness is not the same as int4 reserved-memory growth." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Unrelated loading issues for different models; one is a bad error message, the other is a model load failure." + "reason": "A Voxtral tokenizer message issue and a glm-4v-9b load failure are not the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading-noise complaint vs a specific ScandiBERT load failure." + "reason": "Logging noise is unrelated to a specific model load failure." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but they describe different problems without enough evidence of one root cause." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different areas: tokenizer detokenization regression vs Python 3.13 flash_attn import-key handling." + "reason": "Tokenizer detokenization regression and a Python 3.13 import error are different code paths." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Same broad loading area, but not the same bug; one is log noise, the other is a specific model load failure." + "reason": "Unnecessary noise and a concrete load failure are not the same issue." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both involve MoE training, but checkpointing behavior and memory usage are separate defects." + "reason": "These are different performance/memory complaints with different mechanisms." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code, but one is missing fields from AutoConfig and the other is a broader loading regression." + "reason": "A missing-fields bug in AutoConfig is not the same as a broader remote_code regression umbrella." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model-specific failures: DeepSpeed ZeRO-3 load crash vs FineGrainedFP8Config failure." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Different models and symptoms; Qwen3VL weight-only loading is not the same as GLM5 loading." + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8 failures are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different device/runtime issues: MPS histogram support vs Gemma4 device-map forward mismatch." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Completely different bugs: missing Qwen2.5-VL import vs `_is_hf_initialized` constructor incompatibility." + "reason": "MPS histogram support and Gemma4 device placement are different issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures for different code paths; no shared concrete defect." + "reason": "glm-4v-9b loading failure and Molmo tied-weights error do not match." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn2 fallback being blocked by other checks." + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import failure and bitsandbytes constructor incompatibility are different bugs." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code loading regression and Gemma4 PLE device-mapping mismatch are unrelated." + "reason": "Broad remote_code breakage and Gemma4 PLE device mismatch are not the same concrete failure." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` tokenizer mapping bug and remote_code regression are different issues." + "reason": "Model-registration helper failure is separate from the remote_code regression umbrella." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 fine-tuning warning and hf4.x\u2192hf5.x LoRA incompatibility are not the same underlying bug." + "reason": "LoRA compatibility on Qwen3 MoE is not the same as the tie_word_embeddings warning." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-map mismatch are separate runtime errors." + "reason": "Autocast dtype mismatch and device mismatch are different failure modes." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating are different code paths." + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer regressions in v5, but the packet does not establish the same root cause or a direct follow-up relationship." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit opposite conversion APIs and are not the same bug." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and hot paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 loading are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both involve model loading/remote code, but the concrete failures are different." + "reason": "Broad remote_code breakage and a Kimi-K2.5 tokenizer regression are different bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn2 fallback gating are unrelated." + "reason": "MobileLLM key error and flash-attn fallback checks do not match." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied-weight handling in Mistral3 and non-persistent buffer corruption are different regressions." + "reason": "Tied-weights/model-state bug and non-persistent buffer corruption are different loader issues." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both complain that v5 docs still reference removed pipeline-based summarization/translation tasks." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same root bug: both report the unexpected `_is_hf_initialized` argument during model initialization/loading." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "Qwen3MoE FP8 failure and bitsandbytes `_is_hf_initialized` incompatibility are separate regressions." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper run failure and `_torch_extract_fbank_features()` issue are related at most by subsystem, not the same concrete bug." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Different training/runtime errors: unexpected `num_items_in_batch` kwarg vs mask/tensor shape mismatch." + "reason": "Same docs regression: stale references to pipeline tasks removed in v5." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge calls. The accepted pairs are plausibly the same concrete defect or docs regression, while the rejected pairs are mostly clearly distinct by title and failure mode. The cluster summary also accurately reflects that this is a mixed bag with only a few true duplicates." + "accept": false, + "feedback": "The overall clustering summary is mostly grounded, but one soft-edge acceptance is a bit too assertive: issue:45488 vs issue:46489. The packet only shows both are DeepSeek-tokenizer regressions in v5, while the claim that 46489 is a follow-up gap in 45488/PR #44801 is not directly supported by the packet. That makes the duplicate verdict less conservative than requested. The docs pair issue:43827 vs issue:44509 looks solid, but the summary\u2019s claim that there are only two true duplicates is stronger than the packet fully justifies." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1545,15 +1557,15 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:24643", "issue:30064", "issue:36010", - "issue:38175", + "issue:36331", "issue:41093", "issue:41553", "issue:42617", @@ -1566,20 +1578,19 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43792", "issue:43824", "issue:43828", "issue:43854", "issue:43940", "issue:43950", "issue:43957", - "issue:43994", - "issue:44155", + "issue:44220", "issue:44479", "issue:44488", "issue:44530", "issue:44560", "issue:44589", - "issue:44661", "issue:44805", "issue:44863", "issue:44910", @@ -1589,21 +1600,24 @@ "issue:45305", "issue:45313", "issue:45325", - "issue:45584", "issue:45588", "issue:45663", "issue:45685", + "issue:45812", "issue:45823", "issue:45834", "issue:45902", "issue:45923", - "issue:46402" + "issue:46402", + "issue:46489" ], "soft_pairs": [ - "issue:43257|issue:45305", + "issue:43792|issue:44220", "issue:42947|issue:45923", "issue:41553|issue:44991", + "issue:36331|issue:41093", "issue:43940|issue:45313", + "issue:43257|issue:45305", "issue:43854|issue:44863", "issue:44928|issue:45588", "issue:41093|issue:44805", @@ -1616,116 +1630,125 @@ "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", - "issue:44155|issue:45584", "issue:43716|issue:44560", "issue:43950|issue:45834", - "issue:43824|issue:43957", - "issue:44560|issue:45685", "issue:43366|issue:44589", - "issue:42915|issue:43957", + "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:43550|issue:44910", + "issue:45812|issue:46489", "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:42617|issue:43366", - "issue:36010|issue:42915", - "issue:44661|issue:45823", - "issue:44560|issue:44805", - "issue:38175|issue:43994" + "issue:36010|issue:42915" ], - "prepared_review_unit_hash": "51234b80f8339ba1dc47ba9b04e9538542602add32579869b6ce12d39fbec1f9", + "prepared_review_unit_hash": "bbeddea07170844fd5b6919cb7cab703fab65a337e3a15270c10ff3731bacbdc", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37155, - "estimated_input_tokens": 9289, - "estimated_eval_tokens": 18834 + "soft_pair_count": 30, + "serialized_chars": 36810, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with superficial title overlap. The only clear duplicate-style pair is 43645/43646 about the Transformers 5.0 custom-model initialization regression. The SigLIP2 pair 38175/43994 is only a plausible same-model relation from the titles, not a confirmed duplicate on the packet alone.", - "confidence": 0.79, - "canonical_issue_reason": "43645 is the broader, more self-contained report of the Transformers 5.0 custom-model initialization regression; 43646 is the narrower follow-up on the same failure mode.", + "summary": "This cluster is heterogeneous and only a few pairs look like true duplicates. The clearest matches are the identical mask-shape error, the two Transformers 5.0 custom-model init regressions, and a couple of Qwen/Whisper/video-loading variants that likely share the same underlying code path.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into several unrelated subclusters, with only a few clear duplicate pairs.", "canonical_pr_reason": null, - "best_issue_reason": "43645 is the strongest canonical issue candidate because it cleanly describes the bug and already subsumes the narrower duplicate report.", + "best_issue_reason": "No global best issue stands out. If forced to pick a representative, 44479 is the strongest subcluster anchor because it describes a broad, explicit regression across several Qwen VL variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Both involve DeepSpeed, but one is about weight conversion and the other about gradient averaging; different bugs." + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same audio preprocessing bug: Whisper failing to run points to the broken fbank extraction helper." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient-checkpointing behavior and a missing gradient-checkpointing flag are only loosely related." + "reason": "Both mention gradient checkpointing, but one is a LoRA behavior bug and the other is a missing model flag; different code paths." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different models and different failures: bad Voxtral tokenizer messaging vs tokenizer loading failure for est-roberta." + "reason": "Both are tokenizer-loading failures, but for different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated failures: compute_loss keyword mismatch vs a tensor/mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on related Qwen model variants; a shared fix could plausibly address both." + }, + { + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both are Qwen/ZeRO-3 weight-loading issues, but the titles point to different model generations and different failure descriptions." + "reason": "One is weight conversion/loading under accelerate+deepspeed, the other is gradient averaging with GAS; different bugs." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading problems, but the packet does not show the same model or the same root cause." + "reason": "Both are model-loading issues, but for different architectures and different failure modes." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 NaNs from SDPA/position_ids and a flash-attention AttributeError are distinct code-path failures." + "reason": "One is a Qwen3.5 training instability from 3D position_ids; the other is a flash-attention AttributeError on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are mask-shape IndexErrors, but there is no evidence they are the same model or same code path." + "accept": true, + "reason": "The error title is the same mask/tensor shape mismatch; these look like the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "A broad video-input regression and a specific StopIteration in Qwen3-vl-embedding are not the same bug." + "accept": true, + "reason": "Both are video-input regressions in Qwen VL variants on 5.3.0 and likely share the same broken video path." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both concern loading, but the symptoms and affected models are different." + "reason": "Both involve tokenizer/model loading complaints, but the models and failure descriptions differ." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model families and different loading symptoms; not enough to treat as one bug." + "reason": "Different model-loading bugs for different model families; no shared concrete failure shown." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated training/runtime error versus image-processor segmentation-map failure." + "reason": "Training with DeepSpeed vs void segmentation-map image processing are unrelated." }, { "left": "issue:44530", @@ -1737,118 +1760,106 @@ "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a Phi-tiny-MoE dtype mismatch are unrelated changes." + "reason": "GGUF gpt-oss support and a torch.autocast dtype mismatch on Phi-tiny-MoE are different problems." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different bugs: rope-index scaling for Qwen2.5-VL versus uninitialized-memory after meta-to_empty materialization." + "reason": "Both touch rotary/position embedding code, but one is rope scaling and the other is uninitialized memory after meta materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Gemma4 PLE device mismatch are separate issues." + "reason": "Gemma4 FSDP2 shared_kv_states corruption and device_map auto mismatch are distinct forward-pass bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior do not match." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription handling are unrelated." + "reason": "GGUF gpt-oss support is unrelated to the Qwen3-MoE sliding_window issue." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are different code paths." + "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs a video StopIteration error." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR index errors." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Missing import of Qwen2_5_VLForConditionalGeneration is not the same as meta-device loading regressions." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Video-input regression and MPS histogram support are unrelated." + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to the Kosmos2.5 OCR index error." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss support and missing Float8 storage are unrelated." + "reason": "GGUF architecture support and missing Float8 storage are unrelated." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "GenerationMixin import failure and meta-device loading breakage are different issues." + "reason": "Video StopIteration and an MPS histogram not implemented error are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; 43646 is the narrower duplicate report." + "reason": "These are the same custom-model initialization regression, with the Jupyter notebook report being a narrower instance." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures: torch.compile/SDPA on Bamba versus flash-attention illegal-memory-access on Qwen3.5." + "reason": "torch.compile/SDPA failure on Bamba is unrelated to the Qwen3.5 flash-attention position_ids crash." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-output regressions, but they affect different model families and likely different code paths." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5/video/embedding themes, but the concrete failures are different." + "reason": "Video StopIteration and TRL SFT unpacking of Qwen3.5 embeddings are different failures." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to gpt-oss GGUF support." + "reason": "FineGrainedFP8Config failure and meta-device loading failure are separate initialization bugs." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "GenerationMixin import error and FineGrainedFP8Config failure are unrelated." + "reason": "Importing a missing class is not the same as model loading breaking on meta-device materialization." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES/add-new-model-like bug is unrelated to Gemma4 PLE device mismatch." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { - "left": "issue:38175", - "right": "issue:43994", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Same model family, but the packet only shows related symptoms (zero probabilities vs nonsensical results), not enough to confirm the same underlying bug." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 config failure are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The review is mostly cautious, but it overstates evidence in a couple of places. In particular, treating issue:38175 / issue:43994 as a true duplicate-style pair is not well grounded from the packet alone: the titles indicate the same model family, but one is about zero probabilities and the other about nonsensical results, so this is at best a plausible relation, not a confirmed duplicate. The summary also says it found \"two true duplicate-style pairs,\" which is stronger than the available evidence supports. The 43645 / 43646 acceptance is plausible, but the overall conclusion should stay more conservative unless the issue bodies clearly establish duplication." + "accept": true, + "feedback": "The summary is cautious and grounded in the packet. The cluster is correctly described as heterogeneous, and the accepted soft-edge pairs are mostly conservative based on near-identical titles or clearly related regression reports. No pair is overstated beyond the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1864,7 +1875,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:38175", "issue:39692", @@ -1886,16 +1897,17 @@ "issue:43931", "issue:43994", "issue:44075", - "issue:44164", - "issue:44291", + "issue:44155", "issue:44387", "issue:44451", "issue:44488", "issue:44534", + "issue:44560", "issue:44661", "issue:44756", "issue:44805", "issue:44877", + "issue:44910", "issue:44960", "issue:44977", "issue:44991", @@ -1905,16 +1917,20 @@ "issue:45313", "issue:45335", "issue:45357", - "issue:45362", - "issue:45406", "issue:45488", "issue:45507", + "issue:45584", + "issue:45588", "issue:45812", + "issue:45823", "issue:45834", - "issue:46050", "issue:46468" ], "soft_pairs": [ + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44155|issue:45584", "issue:43632|issue:45834", "issue:43638|issue:44661", "issue:43596|issue:44661", @@ -1922,251 +1938,261 @@ "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:44960|issue:44977", - "issue:42915|issue:44756", "issue:44451|issue:44488", "issue:45313|issue:45357", + "issue:42915|issue:44756", "issue:42491|issue:45276", + "issue:43644|issue:44534", "issue:45507|issue:46468", - "issue:44488|issue:44991", "issue:43708|issue:44075", - "issue:43644|issue:43645", "issue:39692|issue:43994", - "issue:45488|issue:45812", "issue:43856|issue:43873", "issue:43854|issue:43931", "issue:43856|issue:44387", + "issue:43644|issue:43645", "issue:43257|issue:43854", - "issue:45362|issue:45406", - "issue:44960|issue:46050", + "issue:45488|issue:45812", "issue:42491|issue:45292", "issue:42491|issue:43931", - "issue:44164|issue:44291", - "issue:45276|issue:45335" + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "042842c614e053df23f6d4767da79b2e717556dd01119f30f45e195b3bf62210", + "prepared_review_unit_hash": "f1effc428ab0fa7f259d0568bfe4726ee4c4be7c5398f3da149cd380c89306a3", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36225, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only one soft edge is a clear duplicate. Most other pairs share a broad theme (loading/regression/model-family issues) but not the same concrete bug.", - "confidence": 0.58, - "canonical_issue_reason": "No single issue covers the whole cluster well. Among the near-duplicates, issue 44534 is the best anchor because it states the v5 non-persistent-buffer corruption regression in a broad, reusable way.", + "summary": "This set is not one single bug cluster; it contains a few clear duplicate pairs plus many unrelated issues. The strongest duplicate pairs are the Transformers v5 non-persistent-buffer regression, the SigLIP2 bad-output regression, and the ScandiBERT/sleng-bert loading regression.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44534 is the clearest and most general representative of the exact duplicate pair about the Transformers v5 non-persistent-buffer corruption regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the clearest representative of the one obvious duplicate subcluster and has the most general wording for the shared regression.", + "best_issue_reason": "issue:44534 is the best issue to anchor the cluster because it names the concrete regression directly and matches an exact duplicate title variant.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: tokenizer-mapping logic vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL video StopIteration vs a mask shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output symptom on the same model; one report is just a more general phrasing of the other." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/Whisper failure modes and code paths." + }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different failures: _is_hf_initialized/device init vs OCR long-input mask indexing." + "reason": "Transformer v5 init-flag regression vs a Kosmos2.5 long-input indexing bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different code paths: ZeRO-3/Bert loading vs tokenizer mapping lookup." + "reason": "Different issues: ZeRO-3/Bert zero-sized tensor indexing vs tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "IndexError under ZeRO-3 is unrelated to tokenizer mapping/model registration." + "reason": "BertModel ZeRO-3 index error is unrelated to tokenizer mapping selection." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading failures, but the model/config causes are different and not clearly the same regression." + "reason": "Both are config-load regressions, but they point to different model-specific validation failures and are not clearly the same underlying bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and mask/tensor shape mismatch are unrelated." + "reason": "No shared code path; tokenizer-mapping bug vs mask/tensor shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload/memory, but one is quantized device_map offload and the other is Strix Halo mmap OOM." + "reason": "Different memory/offload problems: device_map loading on offload vs mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization failure." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "Same model family, but one is bad outputs and the other is a docs/example mismatch plus quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe compatibility issue vs BitNet packed-weight unpacking bug are different." + "reason": "Different loading regressions: Qwen3 MoE hf4.x/hf5.x incompatibility vs BitNet packed-weight unpacking." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failures: CUDA assert with auto device map vs FineGrainedFP8Config." + "reason": "Both involve Qwen3, but the failure modes are different (device-map cuda assert vs FineGrainedFP8Config)." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Unrelated: Qwen3MoE FP8 failure vs Strix Halo mmap OOM." + "reason": "Different model families and different flash-attention symptoms." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model load failures, but the models and likely root causes differ; not enough evidence of the same bug." + "accept": true, + "reason": "Both report the same tokenizer/model loading regression for closely related BERT models in the current version." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model loading issue vs save_pretrained visual encoder key regression are different." + "reason": "Different regressions: ZeRO-3 language_model weight loading vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3Moe FP8 failure vs Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe branch incompatibility vs resize_token_embeddings propagation bug are unrelated." + "reason": "Different bugs: Qwen3 MoE hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." }, { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs Nemotron example broken are not the same bug." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression wording and same underlying bug: Transformers v5 fills non-persistent buffers with junk." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both are tokenizer/load failures, but for different models and no shared concrete failure mode is shown." + "reason": "Different model-specific failures; no clear shared root cause." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Checkpoint max_steps calculation bug is unrelated to SGD args being ignored." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Both are Transformers v5 issues, but one is buffer corruption and the other is Jupyter custom-model initialization." + "reason": "Trainer checkpoint math bug vs optimizer argument handling." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but one is docs/example errors and the other is nonsensical outputs; not clearly the same fix." - }, - { - "left": "issue:45488", - "right": "issue:45812", - "accept": false, - "reason": "Different tokenizer regressions in different model families and code paths." + "reason": "Related model family, but docs example problems are not the same as the nonsensical-output regression." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory usage vs quantization offloading behavior are different issues." + "reason": "Different performance/offloading problems in Qwen3 MoE vs quantized offload behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with different models and symptoms." + "reason": "Different model-loading failures with different models and failure signatures." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Training memory inefficiency vs int4 quantization OOM are related only broadly, not the same bug." + "reason": "Different resource issues: MoE training memory usage vs int4 quantization reserved-memory OOM." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Accelerate+deepspeed weight conversion problem vs GLM-4.7-Flash load issue are different." + "reason": "Both are Transformer v5 regressions, but one is buffer initialization and the other is custom-model/Jupyter initialization." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Different model families and different load paths (accelerate+deepspeed vs unit-test load failure)." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "GLM5 issue vs sinq save/load quantization break are different." + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families; not clearly the same bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/hf4.x compatibility vs resize_token_embeddings propagation bug are unrelated." + "reason": "Unrelated: Qwen3 MoE migration issue vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Different model-loading failures with different symptoms and models." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Extra_state save/load handling and init_empty_weights _is_hf_initialized constructor error are different bugs." + "reason": "Different tokenizer/load regressions affecting different models." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Very similar symptom, but different model implementations and no evidence of one shared underlying code path." + "reason": "Similar API name, but different model architectures and different affected submodules; not clearly the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes and model contexts." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:43644 vs issue:44534, is well supported by the nearly identical titles and shared Transformers v5 non-persistent-buffer regression. The remaining rejections do not overclaim equivalence, and the summary correctly characterizes the cluster as mostly heterogeneous." + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The accepted soft edges are limited to pairs that are plausibly duplicates from the titles/body themes (notably the exact Transformers v5 buffer regression and the two loading/bad-output report pairs), while the rejected pairs avoid overclaiming shared root cause. No soft-edge verdict appears overstated enough to reject this result." }, "evaluator_used": true, "retried": false, @@ -2185,7 +2211,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:36010", "issue:39404", @@ -2215,7 +2241,6 @@ "issue:44756", "issue:44863", "issue:44877", - "issue:44910", "issue:44912", "issue:44928", "issue:44960", @@ -2223,6 +2248,8 @@ "issue:45276", "issue:45292", "issue:45335", + "issue:45362", + "issue:45406", "issue:45588", "issue:45663", "issue:45684", @@ -2230,272 +2257,278 @@ "issue:45698", "issue:45704", "issue:45759", - "issue:45812", "issue:45823", "issue:45859", - "issue:46315", + "issue:46050", "issue:46468" ], "soft_pairs": [ - "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", "issue:43404|issue:43454", - "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:44402|issue:44488", "issue:42947|issue:45704", - "issue:43873|issue:44387", "issue:36010|issue:39404", "issue:45663|issue:45759", - "issue:44291|issue:44756", + "issue:43873|issue:44387", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:44387|issue:44756", + "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:43957|issue:44756", + "issue:44960|issue:46050", + "issue:44387|issue:44756", "issue:43335|issue:45663", "issue:42947|issue:43381", "issue:45685|issue:46468", - "issue:45276|issue:45292", "issue:44863|issue:46468", - "issue:44164|issue:44756", + "issue:45276|issue:45292", "issue:43854|issue:45216", "issue:44479|issue:44877", + "issue:44164|issue:44756", "issue:43381|issue:44928", "issue:45684|issue:45698", + "issue:43957|issue:44756", "issue:45588|issue:45663", + "issue:41720|issue:44155", "issue:43646|issue:43708", - "issue:43645|issue:44164", "issue:45292|issue:45335", - "issue:45812|issue:46315", - "issue:43828|issue:43957" + "issue:43828|issue:43957", + "issue:43645|issue:44164" ], - "prepared_review_unit_hash": "6402467147aa80bedc1d9c49d73a217f5b532e8b80a60e11e56e796329376eeb", + "prepared_review_unit_hash": "db58b67d4a1e0d95e2b183e86b50c729fbe0d91c11713ab76de4b54b42400f30", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37467, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "soft_pair_count": 33, + "serialized_chars": 37649, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bugs, not one large duplicate set. The only clear duplicate family is around `resize_token_embeddings` not updating downstream embeddings across model variants; the rest are distinct regressions in model loading, quantization, checkpointing, offload, or attention paths.", - "confidence": 0.9, - "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the broad, model-agnostic `resize_token_embeddings` regression most cleanly and can subsume the more specific Gemma4/T5Gemma variants.", + "summary": "Mostly a loose set of unrelated issues, with a few tight duplicate-like subgroups around resize_token_embeddings/output_embeddings and lm_head weight tying.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45292 is the best umbrella issue for the resize_token_embeddings/output_embeddings regression; its wording is the most general and matches the Gemma4 and t5gemma variants.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the strongest global issue candidate: concise, general, and representative of the only tight duplicate family in this set.", + "best_issue_reason": "issue:45292 is the strongest overall representative because it captures the shared bug across multiple model-specific reports in the same code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both involve flash-attention-related failures, but the concrete bugs differ: illegal memory access from 3D `position_ids` vs an `AttributeError` on `s_aux=None`." + "reason": "Different models and failures; both are chat/serve regressions but not the same underlying bug." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both concern `lm_head` tying, but they are model-specific reports with different affected architectures and symptoms; not clearly the same bug." + "reason": "One is save/from_pretrained extra_state handling, the other is init_empty_weights argument compatibility; different code paths." }, { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying in multimodal generation models, likely the same underlying fix." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime regressions, but one is a Torch 2.10 compatibility issue and the other is a `meta`-device loading bug affecting some models." + "reason": "General torch version incompatibility vs meta-device loading breakage; not the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different areas: documentation example errors for SigLIP2 vs a GLM5 model issue." + "reason": "Documentation example errors and a GLM5 model issue are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading problems, but the root causes and affected models differ; this is not the same underlying bug." + "reason": "Both mention loading models, but the actual failures and likely fixes differ." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different problems in different subsystems: LoRA gradient checkpointing vs an apex RMSNorm memory leak." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is a CUDA reserved-memory/OOM regression; too broad to merge." + "reason": "Gradient checkpointing/LoRA vs an apex RMSNorm memory leak are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import-path error for `GenerationMixin` and a Whisper pipeline `return_language` regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 `KeyError` and Qwen multimodal `text_config` unwrapping are different code paths and different bugs." + "reason": "FSDP2 shared_kv_states bug vs composite config text_config unwrapping; different model paths." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "`init_empty_weights` constructor-arg breakage and disabling mmap for Strix Halo OOM are unrelated." + "reason": "Both are quantization-related, but one is offloading behavior and the other is memory reservation/OOM." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen/Gemma-era model issues, but one is an FSDP2 attention-state bug and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Different model families and distinct offload/FSDP failures." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes: cross-track embedding leakage vs device mismatch with `device_map=\"auto\"`." + "reason": "AudioFlamingo batched token leak vs Gemma4 auto device map mismatch; unrelated." }, { - "left": "issue:44387", + "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is int4 quantization reserved-memory growth and the other is mmap/OOM on Strix Halo; not the same bug." + "reason": "init_empty_weights type error vs mmap OOM on Strix Halo; unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "`init_empty_weights` arg handling and MXFP4 loading/fallback behavior are separate regressions." + "reason": "Unexpected init arg during meta loading vs MXFP4 quantization fallback; different bugs." }, { - "left": "issue:43957", + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Separate model/loading regressions with no clear shared code path." + }, + { + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "`meta`-device loading failures and Strix Halo mmap/OOM are different issues." + "reason": "Quantization memory growth and mmap OOM are different issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + "reason": "SwitchTransformers sparse-layer bug and Gemma4 FSDP2 bug are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and checkpointing in eval mode are distinct issues." + "reason": "Both concern gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode incompatibility." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support for Int in MoE code is unrelated to the broken Nemotron example." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression: both report resized embeddings not propagating to output-related weights, with `45276` being the Gemma4-specific manifestation." + "reason": "MPS histogram support error and a broken Nemotron example are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example are related only at a very broad model-family level, not the same bug." + "reason": "Nemotron checkpoint loading and an official example failure are different problems." }, { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "`save/from_pretrained` extra_state handling and disabling mmap for OOM are unrelated." + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings/output_embeddings bug, with 45276 as a model-specific variant of 45292." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 checkpoint save regression are different model-specific problems." + "reason": "Model loading tests and a save_pretrained regression are different issues." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." + "reason": "Video-input regression and strict-config loading failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling vs mmap OOM are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing-in-eval-mode and RLHF NaN explosion from 3D `position_ids` are different defects." + "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback are not the same bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is a permissions propagation problem in `save_pretrained`; the other is loading the wrong custom module after saving." + "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is wrong module resolution." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage vs mmap OOM are different loading paths and symptoms." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux` handling and Gemma4 FSDP2 shared-state rebuilding are unrelated." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are unrelated." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Custom model initialization breakage in notebooks and incorrect `max_steps` on checkpoint resume are separate issues." + "reason": "Qwen3 auto device mapping crash and AudioFlamingo batched inference leak are unrelated." }, { "left": "issue:43645", - "right": "issue:44164", + "right": "issue:43708", "accept": false, - "reason": "Defining/initializing custom models in Jupyter and `extra_state` save/load handling are different problems." + "reason": "Notebook custom-model init regression and Trainer max_steps resume bug are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` family of bug: both describe embeddings not being updated after resize, just on different model subcomponents (`output_embeddings` vs `decoder.embed_tokens`)." + "reason": "Both are the same resize_token_embeddings bug manifesting in different model variants." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Tokenizer ID regression and slow `convert_tokens_to_ids` are both tokenizer-related but clearly different bugs." + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "A dtype mismatch under autocast for Phi-tiny-MoE is unrelated to `meta`-device loading failures." + "reason": "Custom model initialization in Jupyter and save/from_pretrained extra_state handling are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft-edge pairs are the clear `resize_token_embeddings` variants, which look mergeable into one bugfix family; the rest are appropriately rejected as distinct issues." + "feedback": "The conclusions are grounded in the packet and stay appropriately conservative. The resize_token_embeddings/output_embeddings cluster around issue:45292 is well supported by issue:45276 and issue:45335, and the lm_head tying pair issue:43404/issue:43454 is a plausible tight subgroup. The other pairwise rejects are also cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -2511,21 +2544,18 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:32090", "issue:36032", "issue:39404", "issue:43299", "issue:43425", "issue:43452", - "issue:43582", "issue:43596", "issue:43611", - "issue:43632", "issue:43644", "issue:43645", "issue:43716", @@ -2540,6 +2570,7 @@ "issue:44265", "issue:44402", "issue:44451", + "issue:44462", "issue:44479", "issue:44488", "issue:44509", @@ -2554,292 +2585,279 @@ "issue:44898", "issue:44912", "issue:44918", - "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45701", "issue:45759", + "issue:45812", "issue:45823", "issue:45859", - "issue:46050", - "issue:46326" + "issue:46315", + "issue:46326", + "issue:46489" ], "soft_pairs": [ + "issue:45812|issue:46315", "issue:44402|issue:44451", "issue:43425|issue:43828", "issue:44589|issue:44756", "issue:44683|issue:45823", - "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", + "issue:39404|issue:45701", "issue:43425|issue:43716", "issue:44530|issue:45084", "issue:43906|issue:44530", "issue:44265|issue:44898", - "issue:39404|issue:44912", - "issue:44479|issue:44805", "issue:44589|issue:45084", - "issue:43906|issue:46326", - "issue:46050|issue:46326", + "issue:44479|issue:44805", + "issue:39404|issue:44912", "issue:43425|issue:44918", "issue:43901|issue:44509", - "issue:43994|issue:44079", "issue:36032|issue:43452", - "issue:43299|issue:43931", - "issue:44671|issue:44991", "issue:43596|issue:44683", "issue:44164|issue:45759", + "issue:43299|issue:43931", "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43994|issue:44079", "issue:43856|issue:44756", - "issue:39404|issue:44671", + "issue:44462|issue:46489", + "issue:43906|issue:46326", "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:44661|issue:44683", "issue:44737|issue:45859", - "issue:44488|issue:44987", - "issue:32090|issue:39404", - "issue:43611|issue:43644", - "issue:43582|issue:43632" + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:43611|issue:43644" ], - "prepared_review_unit_hash": "e19ee05a3bcef4c609d105c04a88556d70a96a5d0512302213d7efd3da323f55", + "prepared_review_unit_hash": "564406c0883b701de1011949816903cd2e0b338c67c97117841c0edeb13d844a", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38204, - "estimated_input_tokens": 9551, - "estimated_eval_tokens": 19358 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers regression reports, many around v5/model-loading/tokenizer behavior but not true duplicates. No PRs are present; among the issues, the broadest and clearest representative is the base_model_prefix loading regression.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43611 is the most general, user-facing loading regression in the set and best matches the cluster\u2019s broad v5 breakage theme.", + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions, especially tokenizer/model-loading reports, but the listed soft pairs are generally adjacent symptoms rather than true duplicates. The strongest representative is the AutoTokenizer/tokenizer.json loading regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44462 is the clearest concrete bug in the set: AutoTokenizer ignoring the repository tokenizer.json. It is specific, actionable, and central to the broader tokenizer-loading regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the strongest cluster representative: concrete, widely applicable, and closer to the shared model-loading regression pattern than the more model-specific tickets.", + "best_issue_reason": "issue:44462 is the best overall representative because it captures a core tokenizer-loading failure mode that plausibly underlies several related reports, while still being concrete enough to triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different failures: wrong token IDs vs a tokenizer performance regression." + }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they involve different models and different failure modes; not the same bug." + "reason": "Both involve tokenizer loading, but one is a vocab/special-token configuration bug and the other is a model-specific load failure; not clearly the same root cause." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a general torch version incompatibility report, the other a Phi MoE autocast dtype mismatch; distinct problems." + "reason": "Torch version incompatibility vs a dtype mismatch under autocast." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime issues." + "reason": "Unrelated failures: missing Float8 storage vs mmap-related OOM." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch 2.9 flex_attention compilation failure is not the same as Gemma4 PLE device-map mismatch." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper return_language regression and a general tokenization change report are different behaviors and code paths." + "reason": "Compiled flex_attention failure and Gemma4 device-mismatch are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Model loading via base_model_prefix and custom model initialization in Jupyter are separate regressions." + "reason": "Base_model_prefix loading breakage and Jupyter custom-model init are different issues." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Version incompatibility versus a Gemma4 forward device mismatch; not one underlying bug." + "reason": "Torch compatibility error vs device_map/offload mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline regression vs a broad tokenization-change report." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "These are both compatibility-style reports, but the affected paths and symptoms are different." + "reason": "Torch 2.10 incompatibility is not the same as the Mistral image preprocessor dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5 crash is unrelated to the template-node compilation error." + "reason": "PagedAttentionCache crash and template compilation error are distinct failures." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + "reason": "No shared underlying bug; one is a reproduction of another issue, the other is a Qwen3.5 cache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures for torch_compilable_check and Perceiver non-default resolution failure are different bugs." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "A video-input regression across Qwen VL variants does not match the generic mask/index shape mismatch." + "reason": "torch.export / compilability issue vs Perceiver resize/interpolation failure." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage and non-template-node compilation are unrelated." + "reason": "Different subsystems and error types." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Reproduction of issue 38071 and mistral_common continue_final_message behavior are different tokenizer concerns." + "reason": "Video-input regression and mask-shape IndexError are unrelated." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Quantized save/load breakage and a mistral_common message-format bug are not the same issue." + "reason": "Whisper pipeline behavior vs MXFP4 quantization fallback." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 SFT input-unpacking failure are distinct problems." + "reason": "Torch incompatibility vs TRL SFT embedding unpacking failure." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they document different deprecated/changed pipeline behaviors." + "reason": "Both are docs issues, but they cover different removed/changed APIs and are not the same bug." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment are separate functional bugs." + "reason": "Tokenizer method-name conflict and gguf AutoTokenizer/AutoModel loading breakage are different problems." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "T5 tokenizer special-token conflict and gguf_file loading failures affect different code paths." + "reason": "deepspeed zero3 init index error is unrelated to flex_attention compilation." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is MoE/dev-version breakage and the other is a weight-shape mismatch; not the same root cause." + "reason": "extra_state save/load handling and composite Qwen config unwrapping are different loader paths." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and EMBEDDIA tokenizer loading failure are unrelated." + "reason": "Same model family, but the titles point to different loading failures and likely different code paths; not enough to merge." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "DeepSpeed zero3/BertModel index error is not the compiled flex_attention torch-version bug." + "reason": "Tokenizer load failure for one model vs a Mistral regex patch crash." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "extra_state save/load handling and composite Qwen config unwrapping are different serialization/configuration issues." + "reason": "Masked LM prediction quality and tokenizer loading are distinct failures." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Two tokenizer-loading problems, but with different models and different failure mechanisms; do not dedupe." + "reason": "Pipeline/model output nonsense vs ModelOutput key bookkeeping." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are not the same underlying problem." + "reason": "Training memory usage regression vs mmap OOM workaround." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer-loading regressions, but 46489 is a follow-up gap in a prior fix rather than the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific regressions." + "reason": "Unrelated reproduction issue vs mistral_common continue_final_message bug." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization extra_state handling and Qwen VL video-input regression do not match." + "reason": "Save/load extra_state handling is unrelated to the Qwen VL video regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading a specific BERT model and the Mistral regex-patch tokenizer crash are different bugs." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "A model-listing/add-new-model-like failure is unrelated to the flex_attention compilation regression." + "reason": "Model loading failure and Mistral tokenizer regex patch crash are different issues." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-placement related, but one is an XLNet CPU-arange inefficiency and the other is CPU-offload incompatibility in Qwen3_5Moe; not the same fix." + "reason": "CPU arange device placement bug vs CPU-offload incompatibility." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Two separate model-loading failures with different models and symptoms." + "reason": "Tokenizer-mapping-name failure and flex_attention compilation failure are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + "reason": "Whisper pipeline regression and CamemBERT MLM regression are different model-specific bugs." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk-fill are distinct v5 regressions." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and the _is_hf_initialized flag breakage are different issues." + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different code paths." } ] }, @@ -2858,35 +2876,35 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", + "issue:39404", "issue:40444", "issue:40990", "issue:42175", "issue:42915", "issue:43262", "issue:43317", - "issue:43322", "issue:43377", "issue:43404", "issue:43421", "issue:43452", "issue:43482", - "issue:43540", "issue:43541", + "issue:43582", + "issue:43632", "issue:43643", "issue:43644", "issue:43645", "issue:43646", "issue:43716", - "issue:43746", "issue:43883", - "issue:43994", "issue:44206", "issue:44220", "issue:44403", @@ -2896,7 +2914,6 @@ "issue:44488", "issue:44530", "issue:44534", - "issue:44610", "issue:44811", "issue:44849", "issue:44987", @@ -2907,6 +2924,7 @@ "issue:45507", "issue:45584", "issue:45987", + "issue:46050", "issue:46178", "issue:46285", "issue:46326", @@ -2915,264 +2933,260 @@ "soft_pairs": [ "issue:46285|issue:46402", "issue:43716|issue:45084", + "issue:43582|issue:43632", "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:32090|issue:39404", "issue:36032|issue:42915", + "issue:46050|issue:46326", "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:44451|issue:44987", "issue:44811|issue:45584", "issue:43541|issue:45084", - "issue:42175|issue:46178", - "issue:40444|issue:46326", "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:43452|issue:43482", - "issue:44206|issue:44220", "issue:43883|issue:44488", - "issue:36032|issue:43645", + "issue:44206|issue:44220", "issue:43317|issue:43482", + "issue:36032|issue:43645", "issue:45084|issue:45507", "issue:44849|issue:45325", - "issue:44987|issue:44991", + "issue:42175|issue:46178", "issue:44464|issue:45987", - "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43645|issue:44534", + "issue:44987|issue:44991", "issue:43646|issue:44534", - "issue:43404|issue:44466", "issue:43883|issue:44991", + "issue:43404|issue:44466", "issue:44403|issue:45081", - "issue:42915|issue:45084", - "issue:43994|issue:44610", - "issue:43322|issue:43540" + "issue:42915|issue:45084" ], - "prepared_review_unit_hash": "9e179f9e4c4a1b373a74600804eb81bb8322c32a9bbafe778a2b6fd8a9fe1a65", + "prepared_review_unit_hash": "0c33206f9dc1242497d7730a325442a8816b7762e79a17838e15123d8be06d8a", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37416, - "estimated_input_tokens": 9354, - "estimated_eval_tokens": 18964 + "soft_pair_count": 31, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues that share only superficial wording around v5 regressions, model loading, or tokenizer behavior. None of the soft pairs look like the same underlying bug or mergeable PR change. No PRs are present.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43646 is the broadest representative here: a general Transformers 5.0 custom-model initialization regression, which is more central than the more specialized model- or backend-specific reports.", + "summary": "Most pairs are not duplicates; they span unrelated regressions across loading, tokenization, audio, training, and model-specific behaviors. Two pairs look like genuine duplicates: GGUF loading regressions and the audio fbank/feature-extraction crash.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43452 is the best canonical issue because it states the broad GGUF/from_pretrained loading regression; issue:43482 looks like a specific Qwen2.5-GGUF manifestation of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to keep as the representative because it captures a generic v5 initialization breakage rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:43452 is the strongest representative of the only clear duplicate set in this batch and has the broadest, most reusable description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different failures: CLIP structure/API inconsistency vs Sam3 text-encoder weights not loading." + "reason": "Different models and different failures: CLIP text-model structure vs Sam3 text-encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different code paths: image preprocessor dtype mismatch vs template compilation error." + "reason": "Unrelated bugs: image preprocessor dtype mismatch vs Jinja/template compilation error." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different code paths: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Unrelated bugs: perplexity regression on gpt-oss-20b vs runtime special-token/post-processor updates." + "reason": "Perplexity issue on gpt-oss is not the same as tokenizer post-processor not updating special tokens." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Whisper `return_language` pipeline behavior." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Different components and symptoms: T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage is unrelated to `continue_final_message` handling for mistral_common tokenizers." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different root causes: missing fields from AutoConfig vs PagedAttentionCache invalid group type." + "reason": "`trust_remote_code` config-field loss and PagedAttentionCache linear_attention crash are different issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting bug vs multimodal IterableDataset multi-image failure; not the same bug." + "reason": "TrainerState token counting bug is unrelated to multi-image IterableDataset fine-tuning failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they concern different repositories and different failure modes." + "reason": "Different affected models and different loading failures; not a duplicate pair." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper decode skipping special tokens is separate from empty-transcription failure after align_special_tokens." + "reason": "Both Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error vs Mistral tokenizer regex/backend_tokenizer AttributeError." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Package extras missing tensorflow backend is different from a backend-mapping validation error for tensorflow_text." - }, - { - "left": "issue:40444", - "right": "issue:46326", - "accept": false, - "reason": "Different surfaces: Qwen2.5-VL multi-image dataset handling vs mistral_common continue_final_message behavior." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to non-template-node compilation." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and invalid group type in PagedAttentionCache are different bugs." + "reason": "Different Qwen3-family failures with different triggers and subsystems." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related release, but distinct bugs: non-persistent buffer serialization vs custom model initialization." + "reason": "Both are Transformers v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; too different to merge." }, { "left": "issue:43452", "right": "issue:43482", + "accept": true, + "reason": "Same underlying GGUF/from_pretrained loading regression; 43482 is a specific Qwen2.5-GGUF repro of the broader 43452 bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "GGUF loading breakage and Qwen2.5-GGUF v5 load failure are different model-loading paths." + "reason": "Molmo tied-weights attribute error and ScandiBERT loading failure are unrelated." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Audio-feature regression on unsupported center arg vs a separate _torch_extract_fbank_features issue." + "accept": true, + "reason": "Both point to the same audio feature-extraction crash around `_torch_extract_fbank_features` / unsupported `center` handling." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Missing all_tied_weights_keys attribute vs a specific model-loading failure for cjvt/sleng-bert." + "reason": "Dequantized model offload failure is unrelated to GGUF loading regression." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict is unrelated to notebook-defined custom model initialization." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Dequantized model offload/load failure is separate from Qwen2.5-GGUF v5 loading failure." + "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization breakage." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method are different concrete issues." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen bugs: hidden-state output issue vs rope-index scaling for still images." + "reason": "Different model families and different behavior: output_hidden_states vs rope index scaling." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Both are v5 load regressions, but they affect different models and different tokenizer/model-loading code paths." + "reason": "Missing TensorFlow extra in installation and unsupported `tensorflow_text` backend mapping are not the same issue." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT adapter local-checkpoint loading and mistral_common continue_final_message are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to `StaticCache.get_seq_length()` returning a tensor." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are different problems." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Notebook custom-model initialization breakage is distinct from non-persistent buffer junk in v5." + "reason": "Both are Transformers v5 load failures, but they affect different models and likely different regressions." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different underlying issues: general custom-model init regression vs buffer initialization/serialization bug." + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are related only at a very high level, not the same concrete bug." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "lm_head weight tying bug in Mistral3 is not the same as device-dependent serialization inconsistency." + "reason": "Molmo tied-weights attribute error is unrelated to EMBEDDIA/est-roberta tokenizer loading." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Both involve `lm_head.weight`, but one is a Mistral3 tying bug and the other is device-dependent serialization inconsistency; not the same fix." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Log noise while loading transformers is not the same as the Mistral tokenizer backend_tokenizer crash." + "reason": "General loading noise is unrelated to the Mistral regex patch crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 failure and non-template-node compilation error do not share a concrete code-path bug." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Nonsensical SigLIP2 outputs and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different problems." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are separate model-loading/media-processing bugs." + "reason": "Qwen3Moe FP8 failure and template compilation failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are plausibly the same bugfix class based on the packet titles: GGUF/from_pretrained loading (43452/43482) and the audio fbank feature-extraction crash (44206/44220). The rejected pairs are generally kept separate for different models, subsystems, or failure modes. Canonical issue choice is reasonable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3184,10 +3198,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:33666", "issue:36032", @@ -3197,18 +3211,21 @@ "issue:42915", "issue:43089", "issue:43296", + "issue:43322", "issue:43377", "issue:43404", - "issue:43421", "issue:43425", "issue:43531", + "issue:43540", "issue:43611", "issue:43632", + "issue:43645", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", + "issue:43994", "issue:44062", - "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -3216,13 +3233,13 @@ "issue:44451", "issue:44479", "issue:44534", - "issue:44568", "issue:44589", "issue:44610", "issue:44683", "issue:44756", "issue:44811", "issue:44877", + "issue:44977", "issue:44987", "issue:44991", "issue:45020", @@ -3231,258 +3248,263 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45663", "issue:45987", - "issue:46209", "issue:46315", "issue:46326" ], "soft_pairs": [ + "issue:43994|issue:44610", + "issue:43322|issue:43540", "issue:43377|issue:43819", + "issue:43645|issue:44534", "issue:43089|issue:45987", "issue:44451|issue:45081", "issue:44987|issue:45081", - "issue:44991|issue:46315", "issue:44265|issue:44610", "issue:44220|issue:44683", - "issue:42915|issue:44291", + "issue:44991|issue:46315", "issue:45216|issue:45357", - "issue:44062|issue:44987", "issue:36032|issue:43742", + "issue:42915|issue:44291", "issue:42915|issue:44589", - "issue:44479|issue:45325", - "issue:46209|issue:46326", - "issue:36032|issue:41720", - "issue:43632|issue:44756", + "issue:40444|issue:46326", + "issue:44062|issue:44987", "issue:43404|issue:45127", "issue:43531|issue:44877", - "issue:40444|issue:45325", "issue:43296|issue:43531", - "issue:43611|issue:44534", "issue:43425|issue:44403", - "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:44977|issue:46326", "issue:43792|issue:44589", + "issue:43746|issue:46326", + "issue:40990|issue:44811", "issue:44403|issue:44991", "issue:33666|issue:40444", - "issue:43632|issue:44534", - "issue:43421|issue:44568", - "issue:44683|issue:45020", - "issue:44079|issue:45663" + "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "526b26c6e720f4a4aab92163ed808be302c35743c05749de52211932322a84cc", + "prepared_review_unit_hash": "ab0094b7f83c0541a4c88af9a642beb22d52a34a8c78d9e953d8a03b9377b900", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers bugs/regressions, with only one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption. No PRs are present.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set, covering recent-version breakage on remote_code models and serving as the best high-level anchor for this mixed regression cluster.", + "summary": "Mostly a grab-bag of unrelated issue reports across tokenizers, multimodal loading, and version regressions. The only clear duplicate pair is the Qwen3.5 `save_pretrained` checkpoint corruption reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the broadest representative of the only clear duplicate pair, covering the Qwen3.5 `save_pretrained` checkpoint regression; issue:45357 reads like a narrower follow-up about the same visual-encoder key problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative global issue here: it has the broadest scope, clear regression framing, and fits the overall cluster theme better than the many model-specific one-offs.", + "best_issue_reason": "issue:45216 is the best issue to keep as the canonical report because it is the more general Qwen3.5 `save_pretrained` regression and subsumes the later, more specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different failures; only both are vision-related." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal, but the model paths and bug symptoms differ." + }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different models and failure modes: batched-vs-single MIMI output mismatch vs DAC forward/from_latents mismatch." + "reason": "Both are audio-model issues, but they concern different components and failure modes." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the underlying bugs are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is unrelated to a StaticCache return-type contract bug." + "reason": "Performance overhead vs cache API contract bug; not the same issue." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Both involve loading/tokenizer behavior, but they target different models and different crash points." + "reason": "Tokenizer-loading failures, but on different models and different root causes." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading failures: physical-intelligence/fast vs Mistral regex patch crash." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer load failure is not the same as a convert_tokens_to_ids performance regression." + "reason": "Both involve loading/tokenizers, but the reported breakages are distinct." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to the OmDet processor image-size mismatch." + "reason": "Export bug vs processor input-size mismatch; unrelated code paths." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug and compiled flex_attention failure are separate code paths." + "reason": "Different subsystems: fbank extraction vs compiled flex_attention." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized loading failure are different issues." + "reason": "Tokenizer load failure vs tokenizer conversion slowdown; not the same bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a narrower report of incorrect serialized visual encoder keys from the same bug." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken keyword conflict is unrelated to a model-loading failure for physical-intelligence/fast." + "reason": "Same Qwen3.5 `save_pretrained` checkpoint corruption / wrong visual-encoder keys regression." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM-125M KeyError are unrelated loading bugs." + "reason": "Different tokenizer/model loading errors with no concrete code-path overlap." }, { "left": "issue:42915", - "right": "issue:44589", + "right": "issue:44291", "accept": false, - "reason": "Different FP8-related failures with different symptoms and code paths." + "reason": "Different failure sites: FP8 config handling vs `init_empty_weights` init flag handling." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Related model family, but one is a broad video-input regression across several Qwen VL variants while the other is a specific still-image temporal position_ids scaling bug." + "reason": "Both mention FP8-ish concerns, but the specific bugs are different." }, { - "left": "issue:46209", + "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "FP8 inference on B200 and mistral_common continue_final_message behavior are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Tokenizer load conflict vs Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Multimodal dataset processing vs tokenizer chat-format behavior; unrelated." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Transformers v5 initialization-flag breakage and Strix Halo mmap OOM are different problems." + "reason": "Different tokenizer bugs: AddedToken argument conflict vs model-specific load failure." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight-tying bug in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." + "reason": "Both touch tied embeddings, but one is a load-time weight-tying bug and the other is LoRA merge collapse." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + "reason": "Qwen3-MoE sliding-window bug vs Granite speech config strictness; unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." + "reason": "Different model families and different failure modes." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different model-specific bugs." + "reason": "CUDA/PyTorch compatibility issue vs loading noise; not the same problem." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate Transformers v5 regressions." + "reason": "Both are v5 regressions, but one is model loading and the other is buffer initialization." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Torch version incompatibility and noisy transformer loading are unrelated." + "reason": "Tokenizer loading bug vs device-mapping CUDA assert; unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "`_is_hf_initialized` regression vs mmap/OOM workaround; different issues." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are different failures." + "reason": "Same general Qwen VL area, but the titles point to different regressions and code paths." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44977", + "right": "issue:46326", "accept": false, - "reason": "Unnecessary load noise is unrelated to tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Different tokenizer/decoding behaviors on different models." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable finetuning are different training scenarios and bugs." + "reason": "Whisper runtime failure vs Float8 storage lookup issue; unrelated." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Different v5 regressions: one is _is_hf_initialized handling, the other is non-persistent buffer initialization." + "reason": "PEFT checkpoint loading vs tokenizer chat continuation behavior; unrelated." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processing and a specific add_special_tokens=True BOS/EOS regression are related only loosely, not the same bug." + "reason": "Perplexity/LM evaluation issue vs Whisper batch_decode flag handling; unrelated." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 is not the same as broad remote_code loading breakage." + "reason": "Generic load noise vs a specific tokenizer load failure; not the same bug." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both Qwen2-VL related, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "Compiled attention regression vs remote-code loading breakage; different subsystems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue 45020 is a reasonable umbrella anchor given its broad remote_code regression framing, and the note that there are no PRs is consistent with the items shown. The soft-edge verdicts are mostly conservative and the one accepted pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained bug family. No clear overstatement of evidence." + "feedback": "The assessment is grounded in the packet and the soft-edge verdicts stay conservative. The only accepted pair, issue:45216 and issue:45357, is plausibly the same Qwen3.5 `save_pretrained` regression from the titles alone. The remaining pair rejections avoid overclaiming duplicate status." }, "evaluator_used": true, "retried": false, @@ -3498,12 +3520,11 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:35707", "issue:40444", "issue:41553", "issue:41720", @@ -3513,6 +3534,7 @@ "issue:43317", "issue:43377", "issue:43381", + "issue:43421", "issue:43454", "issue:43482", "issue:43525", @@ -3522,8 +3544,6 @@ "issue:43632", "issue:43644", "issue:43646", - "issue:43701", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3535,6 +3555,7 @@ "issue:44462", "issue:44466", "issue:44534", + "issue:44568", "issue:44589", "issue:44829", "issue:44898", @@ -3547,261 +3568,266 @@ "issue:45491", "issue:45538", "issue:45542", + "issue:45663", "issue:45812", "issue:45834", "issue:45923", "issue:46402" ], "soft_pairs": [ + "issue:43421|issue:44568", "issue:43381|issue:45923", + "issue:43632|issue:44534", "issue:44291|issue:44589", "issue:44829|issue:45479", - "issue:44462|issue:45812", "issue:43482|issue:45538", + "issue:40444|issue:45325", "issue:43482|issue:43525", - "issue:35707|issue:40444", + "issue:44079|issue:45663", "issue:43317|issue:43856", "issue:41553|issue:43582", "issue:42175|issue:45542", + "issue:44462|issue:45812", "issue:43818|issue:46402", "issue:43818|issue:45357", - "issue:44079|issue:44534", "issue:41720|issue:45081", - "issue:43531|issue:44291", "issue:43377|issue:45491", - "issue:40444|issue:45381", + "issue:43531|issue:44291", "issue:44265|issue:45072", - "issue:43644|issue:44079", - "issue:45325|issue:45381", - "issue:43749|issue:44079", "issue:43611|issue:43646", "issue:42175|issue:43296", "issue:43792|issue:43957", "issue:43994|issue:44898", "issue:45325|issue:45834", "issue:43454|issue:44466", - "issue:43632|issue:45072", "issue:42915|issue:43482", - "issue:43701|issue:45325" + "issue:44079|issue:44534", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079" ], - "prepared_review_unit_hash": "1ac6c6af845b96a00a91ece34571672f10f7a39f268dc731cff80b0b12764b92", + "prepared_review_unit_hash": "524e03408ead9a384d510f9e8e3eaaf1676946a9dde6e6833ced3d2cd66b3744", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36863, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "soft_pair_count": 31, + "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": "This cluster is mostly a grab bag of unrelated transformer regressions. The only soft edge that looks like the same underlying bug is the Qwen2.5-VL position-id regression pair (45325/45381); the rest are too symptom- or model-specific to merge safely.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45325 is the clearest root-cause report: it pinpoints the Qwen2.5-VL `get_rope_index` position-id scaling bug, which can reasonably subsume the closely related video-input report.", + "summary": "This cluster is mostly a loose similarity bucket around Transformers v5 regressions, tokenizer behavior, and a few Qwen2.5-VL / multimodal edge cases. The items are largely distinct bugs rather than true duplicates, so I would not merge the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 loading regression in the set, so it works best as an anchor issue for triage, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "45325 is the best representative issue because it names the concrete failing code path and is the most general description of the accepted duplicate pair.", + "best_issue_reason": "Best umbrella issue for the cluster: it captures the common v5 model-loading breakage theme better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: runtime post-processor refresh vs missing BOS/EOS insertion." + }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing use versus a missing `supports_gradient_checkpointing` flag." + "reason": "Both involve gradient checkpointing, but one is eval-mode use and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer serialization." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unrelated TypeErrors in different loading paths (`init_empty_weights` vs float8 storage lookup)." + "reason": "Different load-time failures: unexpected `_is_hf_initialized` argument vs missing Float8 storage object." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training failures: FlashAttention-3 instability versus zero loss for `num_labels=1` classification." + "reason": "Both affect training/classification, but they describe different failure modes and different model paths." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` while the other yields wrong Granite token IDs." + "reason": "Unrelated: GGUF loading regression vs CLIPTokenizer max-length bug." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different failures: GGUF loading under v5 versus an absurd `model_max_length` on CLIPTokenizer." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning failure and the other is still-image position-id scaling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "No shared code path; GGUF loading and `Llama4Config.pad_token_id` are separate issues." + "reason": "Different issues: Qwen2.5-GGUF loading failure vs missing `pad_token_id` on Llama4Config." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Different multimodal problems: progressive generation with `past_key_values` versus multi-image iterable finetuning." + "reason": "Different subsystems: ModelOutput key assignment vs Gemma4 FSDP2 attention state rebuilding." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Offload/device-map loading failure and Qwen3 MoE training memory use are not the same bug." + "reason": "Distinct topics: dequantized model offload loading vs Qwen3 MoE training memory usage." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error messaging is unrelated to the Apple Silicon allocator warmup TypeError." + "reason": "No real overlap: Voxtral tokenizer error message vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TF/backend packaging, but they fail at different points and are not the same fix." + "reason": "Both mention TensorFlow packaging, but one is missing TF in the torch extra and the other is a backend detection error with tensorboard-only installs." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different model families and symptoms: Video-LLaVA weight/temporal-attention issues versus Sam3Model text-encoder loading." + "reason": "Both involve AutoTokenizer, but one ignores repo tokenizer.json while the other returns wrong Granite token IDs." }, { "left": "issue:43818", - "right": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA architecture issues are unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "Different models and bugs: Video-LLaVA tower/attention issue vs Sam3Model text encoder weights not loading." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are distinct v5 regressions." + "reason": "Different multimodal regressions: Video-LLaVA tower wiring vs Qwen3.5 save_pretrained visual encoder key mismatch." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert is unrelated to Mistral tokenizer regex patching." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the `_is_hf_initialized` init_empty_weights issue." + "reason": "Unrelated: Qwen3 device-mapping crash vs Mistral tokenizer regex patch crash." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but one is missing padding-mask support in MIMI and the other is NaNs from Gemma3 sliding-window all-padding cases." + "reason": "Both are batching/padding-related, but they are different models and different bugs." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image finetuning and the other is video position-id handling." + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Export with `torch_compilable_check` and bf16 dtype mismatches are different problems." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "One is a v5 non-persistent buffer regression; the other is `ModelOutput` key assignment behavior." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both point at the same Qwen2.5-VL vision/temporal position-id computation in 5.3.0; a single fix to `get_rope_index`/position-id handling could plausibly cover both still-image and video inputs." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + "reason": "Separate issues: torch.export compatibility vs bfloat16 dtype mismatch in inference wrappers." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are broad v5 regressions, but one is `base_model_prefix` loading and the other custom model initialization; not the same concrete bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to be duplicates." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend installation issue versus a PaddleOCR-VL loading regression." + "reason": "Different package/runtime issues: missing TensorFlow backend in torch extra vs PaddleOCR-VL load failure in vLLM." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device model loading are separate issues." + "reason": "Different failure classes: Whisper runtime issue vs meta-device model loading breakage." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures with different code paths and reproduction conditions." + "reason": "Different model behaviors: SigLIP2 nonsensical outputs vs Perceiver non-default resolution classification failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are different bugs." + "reason": "Both are vision-language bugs, but the symptoms and models are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention `lm_head`, but one is missing weight tying and the other is inconsistent serialization depending on device." + "reason": "Related to lm_head/tied weights, but one is a config tie-weight bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different core bugs: ModelOutput key assignment vs non-persistent buffer junk values." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` breakage is unrelated to bf16 dtype mismatches." + "reason": "Separate v5 issues: `_is_hf_initialized` breakage vs bfloat16 dtype mismatch." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different model/load failures: Qwen3MoE FP8 config versus Qwen2.5-GGUF loading under v5." + "reason": "Both concern Qwen2.5-VL position handling, but one is multi-image finetuning failure and the other is video vision_position_ids being wrong." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Same family, but one is still-image temporal scaling and the other is video input vision_position_ids; not enough to treat as the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffer serialization vs ModelOutput key assignment." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The result is grounded in the packet and the only accepted soft edge (45325/45381) is plausibly the same Qwen2.5-VL position-id bug. The remaining pair judgments are conservative and do not overclaim sameness from the available titles alone." - }, - "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 }, @@ -3816,9 +3842,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:34634", "issue:35707", "issue:39692", "issue:40444", @@ -3829,28 +3854,31 @@ "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", "issue:43454", + "issue:43526", "issue:43550", "issue:43572", "issue:43606", + "issue:43701", "issue:43720", "issue:43746", - "issue:43749", + "issue:43761", "issue:43819", "issue:43873", "issue:43881", + "issue:43883", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", "issue:44479", "issue:44488", - "issue:44534", "issue:44568", "issue:44610", "issue:44877", "issue:44898", + "issue:44977", "issue:44991", "issue:45072", "issue:45325", @@ -3861,7 +3889,6 @@ "issue:45823", "issue:45920", "issue:45923", - "issue:46050", "issue:46291", "issue:46305", "issue:46315" @@ -3869,243 +3896,243 @@ "soft_pairs": [ "issue:44291|issue:44877", "issue:44479|issue:45823", + "issue:35707|issue:40444", "issue:43606|issue:44265", - "issue:43873|issue:45701", "issue:43296|issue:45800", - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:34634|issue:35707", - "issue:44568|issue:45920", - "issue:35707|issue:41720", - "issue:44186|issue:44265", + "issue:43761|issue:44079", + "issue:43701|issue:45325", "issue:43881|issue:44488", "issue:43606|issue:43819", "issue:39692|issue:40444", "issue:41720|issue:45823", "issue:43454|issue:43550", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:43262|issue:43746", "issue:46305|issue:46315", "issue:43377|issue:44610", + "issue:40990|issue:45584", "issue:43454|issue:45072", "issue:43317|issue:43873", "issue:43257|issue:45923", - "issue:40990|issue:42947", "issue:43377|issue:44898", - "issue:43322|issue:46050", + "issue:40990|issue:42947", + "issue:43873|issue:45701", "issue:43572|issue:45759", "issue:43454|issue:43720", "issue:45325|issue:46315", - "issue:41720|issue:43322", - "issue:43749|issue:44534", - "issue:44991|issue:46291" + "issue:44991|issue:46291", + "issue:41720|issue:44977", + "issue:43526|issue:43883" ], - "prepared_review_unit_hash": "fbb9969745c4b7b12a6a03e3b445ee7748582ee78e51e8527031f09b3a134363", + "prepared_review_unit_hash": "83c82d087ce24a2c0d11d1ea3c58500df3da8994cc671f36457984b3064849a6", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36338, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive bucket: the items span unrelated bugs across loading, tokenization, multimodal processing, quantization/offload, training, and docs. I do not see any true duplicate pairs among the soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue; the items cover unrelated regressions and model-specific bugs, so picking one as a duplicate anchor would be misleading.", + "summary": "This set is not a true duplicate cluster; it mixes unrelated bugs across tokenization, model loading/offloading, vision/audio processors, and training behavior. I found no soft pair that looks like the same concrete issue or fix.", + "confidence": 0.2, + "canonical_issue_reason": "Issue 43873 is the broadest representative of the only somewhat recurring theme here (offloading/quantization), but the cluster is too heterogeneous for a strong canonical duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the closest broad representative of the offloading/quantization subset, but it still does not represent the rest of the heterogeneous cluster.", + "best_issue_reason": "43873 is the best single issue to anchor if one must be chosen because it is open and covers a broad runtime-loading regression, but it does not actually unify the other reports well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading/config-related, but one is an unexpected `_is_hf_initialized` arg in `init_empty_weights` while the other is strict config handling for `granite_speech`; different code paths." + "reason": "Different failure modes: init_empty_weights argument handling vs strict config loading for granite_speech." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve multimodal models, but one is a video-input rope-index regression and the other is a device-map forward mismatch in Gemma4; not the same bug." + "reason": "Both are model/runtime regressions, but one is a video-input regression in Qwen VL models and the other is a device-mismatch bug in Gemma4 PLE." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "`device mismatch` CPU offload vs `torch.export.export` failure with `torch_compilable_check` are unrelated mechanisms and fixes." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are different subsystems with different failure modes." + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failing on torch_compilable_check models." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers compatibility issue are not the same underlying defect." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate bugs." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "High perplexity on a language model and Whisper failing on empty transcription are unrelated symptoms and code paths." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark `voice_preset` and progressive generation with `inputs_embeds/past_key_values` are different generation issues." + "reason": "PaddleOCR-VL loading failure in vLLM is not the same bug as torch 2.4.1 / transformers 5.8.0 incompatibility." }, { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "A tokenizer-specific BOS/EOS regression and a broader wrong-token-IDs regression may look similar, but they affect different tokenizers and likely different fixes." - }, - { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Progressive generation cache behavior and Qwen3 auto-device-map CUDA asserts are unrelated failures." + "reason": "One is CLIPVisionModel returning hidden_states=None; the other is ModelOutput key assignment when a key was previously None. Different code paths and symptoms." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crashes and `torch.export` issues with `torch_compilable_check` are different bugs." + "reason": "Resume checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "A model loading failure and a tokenizer loading failure for different models are not the same underlying problem." + "reason": "Both are loading failures, but for different models and no shared concrete bug is evident." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC `from_latents` mismatch due to missing STE are unrelated code paths." + "reason": "Device mismatch during offload is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs example errors and Qwen2.5-VL iterable-dataset finetuning failure are different problems." + "reason": "Docs/model-processor mismatch and quantization errors are unrelated to multi-image iterable dataset finetuning failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related crashes, but one is a Qwen3 auto-device-map CUDA assert and the other is a Gemma4 PLE forward mismatch; not mergeable as one fix." + "reason": "Both mention device mapping, but the Qwen3 cudaErrorAssert and Gemma4 PLE forward device mismatch are different concrete problems." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying causing bad text generation and a torch.compile SDPA failure are unrelated." + "reason": "AyaVision lm_head tying issue is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer and the other is broad wrong-token-id behavior across several models." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crash is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "An off-by-one in streaming mask logic and a slow `convert_tokens_to_ids` regression are different bugs." + "reason": "MoonshineStreaming masking off-by-one and tokenizer convert_tokens_to_ids performance are different bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask correctness and OmDet-Turbo input-size mismatch are unrelated." + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure after align_special_tokens." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Garbage generation from missing `lm_head` tying and a bfloat16 dtype mismatch in CI are different failure modes." + "reason": "AyaVision weight tying and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offload/quantization, but one is loading dequantized models with `device_map=auto` and the other is a broader quantization offloading issue; not the same concrete bug." + "reason": "Both involve offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading behavior report; not the same concrete bug." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." + "reason": "Accelerate+deepspeed weight conversion for Qwen3 MOE is unrelated to a missing supports_gradient_checkpointing flag." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Perplexity anomalies and ineffective gradient checkpointing with PEFT LoRA do not share a concrete code path." + "reason": "MIMI padding-mask support and Perceiver interpolate_pos_encoding behavior are unrelated." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Batching/padding-mask correctness in MIMI and Perceiver resolution interpolation are separate model behaviors." + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated training/runtime issues." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "A Llava Next load-time segfault and broken save/load for sinq-quantized models are different bugs." + "reason": "Quantization/offloading behavior is unrelated to tokenizer changes across transformers versions." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig and failing to unwrap `text_config` for composite Qwen configs are unrelated config issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "LM head weight tying and BitNet packed-weight unpacking during accelerate loading are different mechanisms." + "reason": "AyaVision lm_head tying issue is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Temporal position scaling for Qwen2.5-VL video/image inputs and a token conversion speed regression are unrelated." + "reason": "Qwen2.5-VL temporal position-id scaling is unrelated to tokenizer conversion performance." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Both are crashes during model use/loading, but Qwen3 auto device mapping and Llava Next segfaults are not the same defect." + "reason": "Tokenizer loading regression for est-roberta is unrelated to kernels v0.15 requiring version/revision." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk initialization are different issues." + "reason": "Both mention Qwen generation problems, but one is an A800 cudaErrorAssert under auto device mapping and the other is a flash-attention generation regression in Qwen3.5." }, { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Tokenizer loading regression and kernels package import failure are unrelated compatibility problems." + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to MolmoForCausalLM missing all_tied_weights_keys." } ] }, @@ -4127,8 +4154,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:34634", + "issue:35707", "issue:36010", "issue:36331", "issue:40990", @@ -4139,31 +4168,29 @@ "issue:43065", "issue:43295", "issue:43317", + "issue:43322", "issue:43404", "issue:43425", "issue:43450", "issue:43525", - "issue:43526", "issue:43550", "issue:43577", "issue:43606", "issue:43708", "issue:43720", + "issue:43749", "issue:43873", "issue:43881", - "issue:43883", "issue:44008", "issue:44186", "issue:44387", "issue:44423", "issue:44466", + "issue:44534", "issue:44610", - "issue:44671", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", - "issue:44977", "issue:44991", "issue:45072", "issue:45161", @@ -4174,263 +4201,278 @@ "issue:45701", "issue:45704", "issue:45823", + "issue:46050", "issue:46291", "issue:46402" ], "soft_pairs": [ - "issue:42617|issue:42915", - "issue:41720|issue:44977", "issue:44466|issue:45357", - "issue:43526|issue:43883", "issue:43881|issue:44991", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:36331|issue:42617", + "issue:42617|issue:42915", "issue:43065|issue:46402", - "issue:44186|issue:45072", - "issue:36331|issue:42915", + "issue:35707|issue:41720", + "issue:34634|issue:35707", "issue:43450|issue:45701", "issue:44877|issue:44991", - "issue:43873|issue:44756", + "issue:36331|issue:42915", "issue:43550|issue:43720", - "issue:43577|issue:43708", "issue:43404|issue:45357", + "issue:43577|issue:43708", + "issue:44186|issue:45072", "issue:44008|issue:45823", "issue:42175|issue:46291", - "issue:41720|issue:42617", + "issue:36331|issue:42617", "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", "issue:43550|issue:43606", "issue:44610|issue:44898", + "issue:43749|issue:44534", "issue:44186|issue:44610", "issue:43295|issue:45701", "issue:42915|issue:43317", "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:41720|issue:42617", + "issue:40990|issue:45701", "issue:36010|issue:42617", "issue:43425|issue:46291", "issue:41720|issue:45161", - "issue:43525|issue:46291", - "issue:44671|issue:44743" + "issue:43525|issue:46291" ], - "prepared_review_unit_hash": "9f27a507f5a8b0da3b324e55d810aa49ef830c962c3c5660d99c4bf47dce64fe", + "prepared_review_unit_hash": "510d116ee5c1ff31245e94d1134636b654911a0e6c5bd11640f7e223db521824", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36821, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37857, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are thematically related to Transformers bugs, but the soft pairs are not true duplicates: they usually share a broad subsystem (serve, offload, Qwen, serialization, etc.) while the concrete failure mode differs. I found no pair that looks like the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the strongest single representative only because it is broad, active, and has the most signal around offloading/quantization regressions; the cluster itself is too heterogeneous for a true canonical duplicate.", + "summary": "The cluster is dominated by broad Transformers regressions, but the soft pairs mostly share only a subsystem or model-family theme, not the same concrete bug or fixable code path. I would not merge any of the soft-edge candidates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best anchor: it is open, active, and broad enough to represent the recurring offloading/quantization regression theme that appears across several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate by activity and scope, but it still does not unify the cluster into one duplicate bug.", + "best_issue_reason": "issue:43873 is the most representative issue in this set because it is general, still open, and has the most plausible overlap with the offload/quantization-related regression space.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "Both are runtime failures, but one is about running 3d_parallel.py and the other is Qwen3Moe with FineGrainedFP8Config; different code paths and failure causes." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3-family generation problems, but one is device-mapping cudaErrorAssert and the other is flash-attention generation behavior; not the same bug." - }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization in v5, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; distinct defects." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated components and failure modes." + "reason": "Both involve save_pretrained/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys in Qwen3.5; different defects and fixes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but one is glm-4v-9b model loading and the other is tokenizer loading for a roberta model under transformers>=5; different root causes." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both involve memory symptoms, but one is int4 CUDA reserved memory growth and the other is an apex RMSNorm leak in T5; not the same underlying issue." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression and tokenization changes may be related in the abstract, but the reports do not describe the same concrete bug." + "reason": "Both are loading failures, but for different models and different failure modes: model load vs tokenizer load." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." + "reason": "Unrelated: one is a 3d_parallel.py execution problem, the other is a Qwen3Moe FP8 config failure." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d in the decoder and the other is missing text encoder weights during load; different fix targets." + "reason": "Same model family only; one is a dummy Conv2d in the pixel decoder, the other is missing text encoder weights loading." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer NER/padding crashes and dtype mismatches in inference are separate bugs in different layers." + "reason": "Different code paths: generation with inputs_embeds/past_key_values versus device-mapped Qwen3 loading on A800." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "CustomTrainer loss-signature compatibility is unrelated to Qwen3Moe FP8 loading/execution." + "reason": "No shared bug path; a Bark voice_preset issue is unrelated to progressive generation with past_key_values." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bugs are not the same as tokenization differences across versions." + "reason": "One is video processor batch-shape handling, the other is a tokenization regression; same broad area but not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Different subsystems and models: strict config loading for granite_speech versus tokenizer loading for est-roberta." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is mmap OOM on Strix Halo; not the same code-path problem." + "reason": "Completely different failures: trainer loss signature mismatch versus Qwen3Moe FP8 loading/config issues." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and packed-weights unpacking in BitNet Accelerate loading are different bugs." + "reason": "Both are model/runtime failures, but one is torch.compile/SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/load behavior, but one is lm_head weight tying in Mistral3 and the other is wrong visual encoder keys in Qwen3.5." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint max_steps calculation are unrelated." + "reason": "No shared defect: BLIP2 dtype propagation versus Trainer max_steps calculation on resume." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Tied-weight serialization in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different issues." + "reason": "Tokenizer padding/truncation crashes and bfloat16 dtype mismatches are unrelated bugs." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is a device-mismatch during forward; different root causes." + "reason": "Different models and different failure modes: Gemma3n variable collision versus Gemma4 PLE device mismatch." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Backend extras installation and kernels version/revision requirements are unrelated packaging/import problems." + "reason": "Packaging/backend install issue is unrelated to kernels importing requiring version/revision metadata." }, { - "left": "issue:41720", + "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping and a 3d_parallel.py failure do not describe the same bug." + "reason": "Trainer API mismatch and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both crash in serve, but one is a string passed to .to in multimodal batching and the other is a missing _tokenizer on Gemma4Processor; distinct defects." + "reason": "Both are serve-time multimodal crashes, but they fail in different places with different missing types/attributes; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory pressure, but one is int4 quantization regression and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to memory/offload behavior, but one is quantization offloading and the other is mmap-related OOM on Strix Halo." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and CPU-offload device mismatch in bark-small are different execution paths." + "reason": "Different concrete issues: torch.compile+SDPA failure versus CPU offload device mismatch in bark-small." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and Perceiver non-default-resolution failure both concern preprocessing, but not the same underlying bug." + "reason": "Both are image-size/preprocessing complaints, but the affected models and code paths differ." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are regression-style issues, but FSDP CPU-efficient loading and non-persistent buffer junk are distinct bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crashes and OmDet-Turbo processor size mismatch are unrelated tokenizer/processor bugs." + "reason": "Tokenizer batching crash versus processor output resolution mismatch; not the same defect." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization changes across versions are too broad to be the same concrete bug." + "reason": "The processor/tokenizer regression is unrelated to the tokenization changes described in issue 45701." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized model loading with device_map=auto/offload are different model-loading issues." + "reason": "Different loading failures: Qwen3Moe FP8 config versus dequantized-model loading with device_map=auto." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both are file/path/save_pretrained related, but one is trust_remote_code cache path collision and the other is permissions propagation from source files; not duplicates." + "reason": "Both are save_pretrained-related, but one is cache path collision and the other is permission propagation from source files." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next loading is not the same as broken quantized model persistence for sinq." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model loading/runtime failures, but one is auto device mapping on Qwen3 and the other is a Llava Next segfault." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and code paths: Qwen3 auto device mapping versus 3d_parallel.py execution." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity quality regression and tokenization changes are not the same underlying bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error is unrelated to running 3d_parallel.py." + "reason": "ImportError for GenerationMixin is unrelated to running 3d_parallel.py." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels v0.15 import/version requirements are different dependency issues." + "reason": "Torch version incompatibility and kernels metadata requirements are separate environment issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both touch Qwen/GPT-OSS scale models, but one is device-mapping crash and the other is tensor-parallel support; not the same bug." + "reason": "Auto device mapping on Qwen3 and tensor parallel support for GPT-OSS MoE are different parallelism paths." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config pad_token_id absence and kernels import requirements are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are separate model-behavior bugs." + "reason": "Missing pad_token_id on Llama4Config is unrelated to the kernels version/revision import error." } ] }, @@ -4452,17 +4494,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:29159", "issue:30064", - "issue:33357", "issue:34567", "issue:34634", "issue:35707", "issue:36032", - "issue:36331", - "issue:41720", "issue:42490", "issue:42915", "issue:43316", @@ -4478,24 +4517,27 @@ "issue:43606", "issue:43653", "issue:43720", - "issue:43746", "issue:43782", "issue:43873", "issue:43881", "issue:44186", "issue:44361", - "issue:44387", + "issue:44451", "issue:44492", "issue:44509", + "issue:44514", "issue:44530", - "issue:44625", + "issue:44545", + "issue:44589", + "issue:44671", + "issue:44743", "issue:44913", + "issue:44991", "issue:45059", "issue:45081", "issue:45357", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -4504,238 +4546,227 @@ "issue:46402" ], "soft_pairs": [ - "issue:45081|issue:45812", "issue:43531|issue:43572", + "issue:45081|issue:45812", "issue:44186|issue:44361", - "issue:43421|issue:45812", - "issue:42915|issue:43322", + "issue:44671|issue:44743", "issue:43540|issue:43782", "issue:43526|issue:43881", - "issue:36331|issue:41720", "issue:43316|issue:44913", "issue:29159|issue:36032", - "issue:33357|issue:35707", - "issue:43388|issue:45059", "issue:43550|issue:43653", - "issue:43606|issue:43720", "issue:30064|issue:34634", - "issue:43873|issue:45704", - "issue:45406|issue:45464", + "issue:43606|issue:43720", "issue:44530|issue:46291", - "issue:41720|issue:43746", - "issue:44387|issue:45701", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:42915|issue:43322", "issue:45357|issue:46402", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:42490|issue:43329", - "issue:34634|issue:41720", "issue:44492|issue:44509", "issue:34567|issue:35707", - "issue:44625|issue:45479" + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "f2d3a3a434485d2f030b806f78016a94236c46a78ddddde7a4a876efb5fb59f9", + "prepared_review_unit_hash": "8a7d5089d2feab82b259639f7345504f7ce5667fd45917744a18c877bcbe2308", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36311, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "soft_pair_count": 26, + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous (tokenizers, multimodal loading, training, quantization, docs, and config regressions). None of the soft pairs look like the same underlying bug or a single mergeable PR change, so all candidate duplicates should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to one shared bug cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated issue reports. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched `padding=False` crash pair; the rest are different bugs, models, or subsystems and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44514 is the earliest, more complete report of the exact batched `padding=False` crash; 44545 appears to be the same bug described again.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe global representative; the closest pairs still differ in model, API surface, or code path.", + "best_issue_reason": "issue:44514 is the strongest representative issue here because it states the concrete failure mode clearly and matches the only true duplicate in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related, but one is a Mistral regex/backend_tokenizer loading crash and the other is a Granite token-ID regression; different paths and fixes." - }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx after v5 are unrelated model/config bugs." + "reason": "Different model families and failures: sliding_window behavior vs missing pad_token_idx in config." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizers, but one is LayoutLMv2 NER padding/truncation and the other is an MLuke task AttributeError; not the same failure." + "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different code paths." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Runtime special-token post-processing and Granite AutoTokenizer token IDs are distinct tokenizer issues." + "reason": "Different tokenizer classes and symptoms; no evidence they share the same underlying bug." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config loading and Llava Next segfaults are unrelated multimodal/model-loading problems." + "reason": "Masked-LM prediction regression vs recurrent state reset in a Qwen module; unrelated issues." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but one fails in video processing and the other in from_pretrained with weight_only; different code paths." + "reason": "Different multimodal models and failures: video processing ValueError vs from_pretrained weight_only error." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and glm-4v-9b loading failure are unrelated." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer compute_loss signature handling and Qwen3 auto device-mapping CUDA assert are different bugs." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config issues." + "reason": "Config API discrepancy vs rotary_pct reload regression; different components and behavior." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer bugs, but one is slow/fast inconsistency and the other is a T5 special-tokens name clash; not mergeable." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "gather_for_metrics label dropping and SAM3 text/bounding-box behavior are different subsystems." + "reason": "General slow/fast tokenizer inconsistency is not the same bug as T5 add_special_tokens name conflict." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer mask-token registration are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading bugs." + "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration issue; no shared code-path." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated image/audio processor issues." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading memory behavior and T5 apex RMSNorm memory leak are separate performance regressions." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different service paths." + "reason": "Both involve loading/offloading, but one is quantization CPU offload mismatch and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and kernels version/revision import failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels import/version requirements." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Gemma4Processor _tokenizer crash vs Qwen3.5 streaming inference failure; different processors and failures." }, { - "left": "issue:44387", + "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "int4 quantization OOM and version-dependent tokenization changes are not the same bug." + "reason": "Runtime post-processor update bug is not the same as a broad tokenization change across versions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next segfault are different loading issues." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Qwen3.5 visual encoder keys on save_pretrained and Sam3Model text encoder weights not loading are distinct save/load regressions." + "reason": "Different model families and different weight-loading/key-mapping problems." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device-mismatch offloading and BigBirdTokenizer empty decode output are unrelated." + "reason": "CPU offload/quantization issue is not the same as BigBirdTokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config unwrapping text_config are different Qwen config/generation issues." + "reason": "Qwen3-MoE sliding_window bug and multimodal config unwrapping are separate generation/config issues." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Trailing-slash import warning and undefined names in multimodal video token counting are unrelated." + "reason": "A typo in cache strategies is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Cache-strategy typo and removed pipeline-task docs are documentation-level issues, not the same change." + "reason": "Metrics gathering last-batch truncation is unrelated to SAM3 text/box behavior." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "TrainerState token counting and progressive generation are unrelated." + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different problems." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Both mention num_labels, but one is config propagation and the other is zero-loss classification behavior; different fixes." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, + "reason": "Trailing-slash import warning is unrelated to undefined video-token helper names in multimodal processors." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the model targets differ and there is no concrete shared failing path." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding_window Qwen3-MoE bug is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched `padding=False` crash; 44545 is a duplicate report of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:44514 / issue:44545 is well supported by matching titles, close timing, and inbound references. The rest of the soft-edge rejections are phrased cautiously and do not overstate shared root causes beyond what the issue titles suggest." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4747,309 +4778,301 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", "issue:39692", "issue:41720", "issue:42886", "issue:43381", "issue:43421", + "issue:43525", "issue:43531", + "issue:43540", "issue:43596", - "issue:43645", "issue:43653", "issue:43746", - "issue:43782", "issue:43844", "issue:43873", "issue:43927", - "issue:43994", "issue:44062", - "issue:44077", "issue:44186", "issue:44220", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", - "issue:44589", "issue:44610", "issue:44625", - "issue:44671", + "issue:44779", "issue:44843", "issue:44898", "issue:44918", "issue:44936", "issue:44987", - "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45356", "issue:45357", - "issue:45381", + "issue:45479", "issue:45588", "issue:45663", "issue:45704", "issue:45759", "issue:45859", + "issue:45907", "issue:45923", "issue:46032", - "issue:46050", - "issue:46463" + "issue:46294", + "issue:46463", + "issue:46489" ], "soft_pairs": [ - "issue:44451|issue:44991", - "issue:44514|issue:44545", - "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:41720|issue:43746", "issue:44898|issue:45072", "issue:45759|issue:45859", - "issue:44077|issue:44625", - "issue:44062|issue:44451", "issue:45588|issue:45759", - "issue:43421|issue:43927", "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:43421|issue:43927", "issue:44987|issue:45042", "issue:39692|issue:44610", - "issue:44918|issue:44936", - "issue:43782|issue:45381", - "issue:43746|issue:46050", - "issue:43421|issue:43653", "issue:43381|issue:43844", + "issue:44918|issue:44936", "issue:42886|issue:44843", + "issue:43421|issue:43653", "issue:45704|issue:45923", "issue:46032|issue:46463", "issue:45704|issue:45859", - "issue:41720|issue:45704", - "issue:43421|issue:44186", + "issue:34634|issue:41720", "issue:45663|issue:45923", - "issue:43531|issue:43645", - "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:43381|issue:45704", "issue:45081|issue:45356", - "issue:43746|issue:43873", "issue:39692|issue:43873", - "issue:43596|issue:44220" + "issue:44625|issue:45479", + "issue:45356|issue:45907", + "issue:44779|issue:46489", + "issue:43596|issue:44220", + "issue:43540|issue:46294" ], - "prepared_review_unit_hash": "d0a423acdfe6f5fd1717a0e707e3d7cc9e2dd59c3d949df2f7e4544f67971ce3", + "prepared_review_unit_hash": "74824880c993943e43aebc41c7dcd09781716cf1364f96852f9cb504890ee40c", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37114, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with two clear duplicate pairs standing out: 44514/44545 and 42886/44843. The Mistral-regex pair 45081/45356 should be rejected as related tokenizer regressions, not proven the same bug.", - "confidence": 0.69, - "canonical_issue_reason": "If one issue must anchor the cluster, 44545 is the best local canonical because it is an exact duplicate of 44514 and has slightly more inbound context; the set is otherwise mixed, so this is only a local choice.", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only plausible duplicate-like pair is the DeepSeek tokenizer regression pair (44779/46489); the rest are clearly different bugs across unrelated models, configs, and code paths.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the broader, earlier DeepSeek tokenizer regression report; issue:46489 reads like a narrower follow-up gap in the same fix.", "canonical_pr_reason": null, - "best_issue_reason": "44545 is the strongest representative issue in the cluster because it sits in the clearest exact-duplicate pair (44514/44545) and is well-supported by the packet.", + "best_issue_reason": "issue:44779 is the best representative because it captures the general DeepSeek tokenizer v5 regression, with 46489 acting as a specific downstream manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and the packet does not show the same underlying bug." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Near-identical title and symptom; these appear to be the same batched apply_chat_template crash." + "reason": "Different problems: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs a Float8 storage TypeError." + "reason": "Unrelated failures in different models: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms: Perceiver resize/interpolation vs dtype mismatch in inference." + "reason": "Different bugs and code paths: Perceiver resolution/interpolation vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Multimodal config unwrapping and CPU-offload incompatibility are different code-path problems." + "reason": "Composite Qwen config unwrapping is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "A post_init restriction on patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "Flash-attention s_aux=None crash is a different issue from composite config unwrapping." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "An AddedToken keyword collision is unrelated to a model-specific tokenizer load failure." + "reason": "A tied-embeddings warning in Qwen3.5 LoRA is not the same as the visual-encoder key save_pretrained regression." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Flash-attention sink handling is unrelated to Qwen multimodal config unwrapping." + "reason": "AddedToken constructor kwargs collision and ScandiBERT load failure are different tokenizer/loading bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer-related, but runtime special-token post-processing is not the same bug as save/load loss of custom token IDs." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A training warning about tie_word_embeddings does not match a visual-encoder save_pretrained regression." + "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is config save/load losing custom token IDs." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading regression and a PIL image processor dependency issue are different problems." + "reason": "Physical-intelligence/fast load failure is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatches, but the concrete failures are different models and different symptoms." + "reason": "Both are model/processor mismatch reports, but they concern different models and distinct failure modes." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "TRl embedding unpacking failure is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth during random-init training." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only load failure vs wrong vision_position_ids in video input." + "reason": "Different trainer failures and different code paths: unpacking embeddings in SFT vs evaluate() after train()." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are different issues." + "reason": "Both mention offline behavior, but 44843 is a specific _patch_mistral_regex network call bug; 42886 is a broader cache-loading failure." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizer state, but the concrete bugs differ: runtime post-processor updates vs BigBird mask-token registration." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-loading regression; 44843 identifies the concrete _patch_mistral_regex model_info() call that breaks HF_HUB_OFFLINE." + "reason": "Related tokenizer special-token handling, but not the same bug: runtime post-processor updates vs BigBird mask-token registration/empty decode." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A T5 RMSNorm memory leak is unrelated to a missing gradient-checkpointing flag." + "reason": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated issues." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 use_cache correctness and a T5 decoder-input error message are not the same issue." + "reason": "Mamba2 use_cache correctness and T5 decoder-input error messaging are different problems." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "A normalization memory leak is unrelated to Qwen3_5Moe CPU-offload behavior." + "reason": "Different mechanisms and models: RMSNorm memory leak vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Auto device mapping cuda asserts and a T5 RMSNorm leak have no common underlying change." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Different tokenizer failures: special-token post-processing vs LayoutLMv2 NER padding/truncation crashes." + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a trust_remote_code gradient-checkpointing flag." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a missing capability flag on Nemotron-3-Nano-Omni." + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + "reason": "Different models and failures: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Different model regressions with different symptoms: SigLIP2 pipeline nonsense vs CamemBERT masked-LM prediction errors." + "reason": "Eval-mode gradient checkpointing is not the same as the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "They share the Mistral-regex area, but the packet does not prove the same underlying bug rather than two related tokenizer regressions." + "reason": "Same general mistral_regex area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling regression/warning." }, { - "left": "issue:43746", + "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are distinct issues." + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to degenerate zero loss with single-label classification." + }, + { + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is not the same as general offloading with quantization." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the DeepSeek tokenizer producing incorrect output on transformers v5+, with 46489 appearing to be a narrower follow-up gap to the broader regression in 44779." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "A ZeRO-3/BertModel indexing error is unrelated to _torch_extract_fbank_features()." + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen multimodal/video issues, but they affect different models and different code paths: a ValueError in Qwen3OmniMoe vs chat-template video token/feature mismatch in Qwen3.5-9B." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the conservative false/true calls are grounded, but one accepted edge looks overstated: issue:45081 vs issue:45356 share the general _patch_mistral_regex area, yet the packet does not show they are the same underlying bug rather than two related tokenizer regressions. Also, the canonical-issue rationale for 44545 leans on \u2018clearer report,\u2019 which is not directly supported by the packet. The cluster otherwise looks mixed, so I\u2019d reject on precision grounds." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek tokenizer pair (44779/46489) is the only defensible near-duplicate, and the other soft-edge rejections are appropriately cautious given the distinct titles and failure modes. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5062,18 +5085,17 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:30064", "issue:36010", "issue:36331", - "issue:41720", + "issue:39692", "issue:42915", "issue:43295", - "issue:43322", "issue:43335", "issue:43388", "issue:43531", @@ -5087,254 +5109,283 @@ "issue:43720", "issue:43746", "issue:43756", + "issue:43782", "issue:43819", + "issue:43873", "issue:43950", + "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", "issue:44448", "issue:44488", + "issue:44625", "issue:44661", "issue:44671", "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44991", "issue:45072", "issue:45081", "issue:45084", "issue:45183", - "issue:45356", + "issue:45381", "issue:45479", - "issue:45685", "issue:45834", - "issue:45907", "issue:45987", "issue:46032", - "issue:46294" + "issue:46050" ], "soft_pairs": [ - "issue:45356|issue:45907", - "issue:42915|issue:43746", - "issue:43540|issue:46294", + "issue:43994|issue:44671", + "issue:43782|issue:45381", "issue:30064|issue:36010", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:44220|issue:44661", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:42915|issue:43746", "issue:43550|issue:45072", - "issue:43295|issue:45834", "issue:43618|issue:43697", - "issue:44062|issue:44488", + "issue:43295|issue:45834", + "issue:43746|issue:43873", "issue:43550|issue:43819", "issue:43540|issue:44008", "issue:44186|issue:44898", + "issue:44062|issue:44488", "issue:43653|issue:43819", "issue:45183|issue:45479", - "issue:43322|issue:45685", "issue:43531|issue:43643", - "issue:44843|issue:45081", - "issue:43335|issue:43756", - "issue:43388|issue:46032", "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44843|issue:45081", "issue:43643|issue:44877", + "issue:43388|issue:46032", "issue:30064|issue:36331", - "issue:41720|issue:44991", - "issue:44448|issue:44671", "issue:43950|issue:45987", - "issue:44821|issue:45084" + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:43540|issue:45381", + "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "e64bb15f430dbbbca7ef062e60531698feea6a1db2b8359a50bbdc4d6b87d614", + "prepared_review_unit_hash": "4e810144694455ed0ff75e6bc174083ccfaceb2d6467bd0b09336494ccf64c56", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35898, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37316, + "estimated_input_tokens": 9329, + "estimated_eval_tokens": 18914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug or change; most are only loosely similar by subsystem or symptom. I\u2019d keep one broad, well-scoped regression issue as the cluster anchor, but there isn\u2019t a true duplicate group here.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44843 is the cleanest representative bug report: it names a concrete code path (_patch_mistral_regex), has a specific failure mode, and is broadly actionable compared with the more model-specific reports.", + "summary": "This cluster is noisy: the items are mostly unrelated Transformers bug reports spanning config loading, tokenizer behavior, quantization, multimodal preprocessing, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43643 is the broadest, most generally framed regression in the set and best fits the accidental config/loading theme that appears in a few soft matches, though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest single issue to retain as a representative because it is a clear regression with a well-defined trigger and fix surface; the other issues are narrower or unrelated.", + "best_issue_reason": "issue:43643 is the most usable cluster anchor: concrete API path, clear regression framing, and the most general problem statement among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regression vs Hugging Face Hub list_repo_files forwarding; unrelated code paths and symptoms." - }, - { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "FP8 loading failure in Qwen3MoE vs GraniteSpeech PEFT local checkpoint loading; different models and failures." + "reason": "Both are model-output quality regressions, but they involve different models and different failure modes (SigLIP2 inference vs CamemBERT MLM predictions)." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both are video-input bugs, but one is Qwen3OmniMoe processing and the other is Qwen3.5 chat-template token/feature mismatch." + "reason": "One is a Qwen3VL weight_only loading error; the other is a Qwen2.5-VL video position-id bug. Same family, different concrete bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor segmentation-map handling and a GenerationMixin import error are completely unrelated." + "reason": "ImageProcessor void segmentation maps and GenerationMixin import errors are unrelated subsystems and failures." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading vs DAC latent/STE mismatch; no shared underlying bug." + "reason": "Both mention quantization/CI, but one is a BitNet loading bug and the other is DAC latents vs forward-pass mismatch; not the same code path." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration issue vs BitNet accelerate-loading issue; different subsystems." + "reason": "BigBirdTokenizer special-token decode issue and BitNet accelerate-loading issue are unrelated tokenizer vs model-loading bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction bug vs tokenizer-mapping add-new-model-like failure; not the same defect." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Both mention inference/runtime issues, but one is SDPA/torch.compile on Bamba and the other is bfloat16 dtype mismatches in different models." + "reason": "Audio fbank extraction and add-new-model-like/tokenizer mapping are different code paths with no shared bug." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Processor/tokenizer API regression vs Kosmos2.5 OCR index error; different underlying causes." + "reason": "Both involve loading pretrained/quantized models, but one is PEFT adapter loading for GraniteSpeech and the other is sinq save/load corruption; different failure mechanics." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "CLIP attentions assignment regression vs RTDetrV2 output differences; not the same code path." + "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are unrelated model/config bugs." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "AddedToken special-arg construction bug vs tokenizer load failure for a specific model; different failures." + "reason": "Qwen3MoE FineGrainedFP8 failure and GraniteSpeech PEFT checkpoint loading are different models and different bugs." }, { "left": "issue:43550", - "right": "issue:43819", + "right": "issue:45072", "accept": false, - "reason": "SDPA compile bug vs DAC from_latents/forward mismatch; unrelated." + "reason": "Bamba torch.compile SDPA failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are distinct compile/dtype issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 v5 output mismatch are different model-specific output changes." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are unrelated multimodal bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading problems are both loading-related but not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA/torch.compile and DAC from_latents mismatch are separate implementation bugs." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError vs Gemma 3n variable-name collision; different root causes." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask name collision are different multimodal failure points." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer NER/padding crash vs Perceiver non-default-resolution failure; different components." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default resolution failure are unrelated tokenizer vs vision-model issues." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Input validation XOR logic bug vs single-label loss degeneracy; both broad but distinct problems." + "reason": "AddedToken special-argument error and sleng-bert loading failure are not the same bug." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC latent/forward mismatch are unrelated failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Llava Next segfault vs MPS histogram unsupported for Int; no shared bug." + "reason": "Input validation error messaging across models and single-label classification zero-loss bug are different behavior/logic issues." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window issue in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated code paths." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Same helper function family, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; not the same bug." + "reason": "Mistral image preprocessor dtype mismatch and Gemma3n variable-name collision are different multimodal bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer config bug in SwitchTransformers vs Smollm3 RoPE-layer count mismatch; different model logic." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are separate config-construction problems." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Metric gathering last-batch label truncation vs Mamba2Mixer cache correctness; different layers and symptoms." + "reason": "Both are Mistral regex-loading issues, but one is offline model_info() patching and the other is backend_tokenizer AttributeError; not the same concrete bug." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n audio mask attribute collision; unrelated." + "reason": "Both concern config loading, but one reports missing fields from trust_remote_code and the other strict config rejecting granite_speech; related theme, different defect." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "AutoConfig missing fields under trust_remote_code vs strict config blocking granite_speech loading; related theme, but not same bug." + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache corruption are unrelated training vs inference bugs." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing vs CustomTrainer compute_loss signature mismatch; unrelated." + "reason": "Void segmentation maps in image processing and custom trainer loss signature mismatch are unrelated issues." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta; different models and failures." + "reason": "Both involve cache/state semantics, but from_pretrained buffer corruption and StaticCache seq_length return type are different contracts and failures." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different code paths; too broad to merge." + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM differences are separate model regressions." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "from_pretrained buffer corruption vs StaticCache return-type contract violation; unrelated." + "reason": "AutoImageProcessor URL loading and template compilation type errors are unrelated loader/compiler issues." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is video vision_position_ids in a different model/version." + }, + { + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "AutoImageProcessor URL loading failure vs template compilation TypeError; completely different areas." + "reason": "SigLIP2 doc/example errors and Kosmos2.5 OCR long-input index errors are unrelated model-specific bugs." } ] }, @@ -5353,32 +5404,33 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", - "issue:39692", "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", "issue:43421", - "issue:43540", + "issue:43452", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43720", - "issue:43749", "issue:43782", "issue:43818", + "issue:43819", "issue:43825", "issue:43827", + "issue:43906", "issue:43994", "issue:44186", - "issue:44291", "issue:44442", "issue:44479", "issue:44485", @@ -5391,264 +5443,253 @@ "issue:44857", "issue:44936", "issue:44977", + "issue:44991", "issue:45020", "issue:45072", "issue:45081", - "issue:45325", - "issue:45372", - "issue:45381", "issue:45406", "issue:45584", + "issue:45685", "issue:45701", "issue:45834", "issue:45987", "issue:46192", + "issue:46209", "issue:46294", - "issue:46326", "issue:46463" ], "soft_pairs": [ - "issue:43577|issue:43818", "issue:43421|issue:44811", - "issue:39692|issue:45834", - "issue:43540|issue:45381", "issue:45584|issue:45834", - "issue:44186|issue:44442", + "issue:43577|issue:43818", "issue:43782|issue:44977", - "issue:43644|issue:43749", "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:44186|issue:44442", "issue:44479|issue:45834", - "issue:43825|issue:43994", "issue:46294|issue:46463", + "issue:43825|issue:43994", "issue:34634|issue:36010", - "issue:44805|issue:44936", - "issue:28218|issue:29159", "issue:44485|issue:44509", - "issue:43577|issue:43582", + "issue:28218|issue:29159", + "issue:44805|issue:44936", "issue:44561|issue:45020", + "issue:43452|issue:44991", "issue:45987|issue:46192", "issue:43720|issue:45072", "issue:44610|issue:45072", - "issue:44671|issue:45701", + "issue:43577|issue:43582", "issue:43825|issue:43827", - "issue:43782|issue:45325", - "issue:43749|issue:44291", "issue:45081|issue:45406", "issue:42175|issue:45081", - "issue:45372|issue:46326", - "issue:43582|issue:44857" + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:43262|issue:43819", + "issue:44671|issue:45701", + "issue:43906|issue:46209" ], - "prepared_review_unit_hash": "9d506f9b9611996a35d59bb2c0332273e92772cf532b713bed0fe99d74bad671", + "prepared_review_unit_hash": "7274eae09c933728537b1f6dc5ca6499f0106f952bc5e2d1715f1aeb9bf5298b", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36616, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "soft_pair_count": 28, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set across unrelated tokenizer, loading, vision/video, dtype, and docs regressions. The tokenizer pair (issue:28218, issue:29159) is only a soft similarity match, not a strong duplicate signal, so it should not be treated as a confirmed same-bug pair.", - "confidence": 0.31, - "canonical_issue_reason": "issue:28218 is the most concrete and symptom-specific tokenizer report; issue:29159 is broader and only loosely overlaps on tokenizer inconsistency.", + "summary": "This cluster is a loose tokenizer/processor-and-model-regression grouping, but the items are too heterogeneous to treat as one duplicate set. I would not merge any of the soft-edge pairs.", + "confidence": 0.84, + "canonical_issue_reason": "If forced to pick one representative issue, issue:45701 is the broadest umbrella for the tokenizer/version-regression theme; however, the cluster is too mixed for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best representative issue because it names the exact added-token spacing symptom directly and is more specific than the broader slow-vs-fast inconsistency report.", + "best_issue_reason": "issue:45701 is the most representative title-wise for the shared tokenizer-behavior subset, but it still does not cover the unrelated loading, multimodal, and docs issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Different model families and failures: dtype loading mismatch vs missing temporal attention/weight sharing in Video-LLaVA." - }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is Whisper batch_decode skip_special_tokens behavior." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "Unrelated problems: SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen models and different failure paths." + "reason": "Both involve tokenizer/processor behavior, but one is post-processor syncing for modified special tokens and the other is Whisper batch decoding; different code paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR index errors." + "reason": "Whisper empty transcription after align_special_tokens is unrelated to Kosmos2.5 long-OCR index errors." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure for a specific tokenizer class." + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are distinct bugs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL load-time weight_only error is not the same bug as Qwen3.5 flash-attention generation issues." + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are different problems." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both are loading-related, but one is non-persistent buffers being filled incorrectly and the other is FSDP CPU RAM efficient loading." + "reason": "CPU offload device mismatch for Bark is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Device mismatch under CPU offload is unrelated to dtype mismatch issues in bfloat16 inference." + "reason": "Llava Next segfault on load and MPS histogram int failure are unrelated." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Qwen video regression and Kosmos2.5 OCR index error are different model families and different failures." + "reason": "Both are tokenizer issues, but one is LayoutLMv2 NER padding/truncation crashes and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "One is an error-message/docs problem about pipeline support; the other is a model/pipeline output correctness bug." + "reason": "Both are multimodal input regressions, but Qwen video-input tokenization and Kosmos2.5 long OCR index errors are not the same bug." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different models and validations: Qwen3.5 video chat-template mismatch vs T5 decoder-input error message." + "reason": "Qwen3.5 video feature/token mismatch and T5 decoder-input validation errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A v5 error-message/docs regression and a model-output correctness bug are different issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import removal are unrelated." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after train()." + "reason": "GLM-5 RoPE implementation discussion is not the same as docs still mentioning removed pipeline tasks." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenization-related, but the packet only shows soft similarity and deterministic_accept=false; the overlap is not strong enough to call this the same bug." + "reason": "Additional-space-after-added-token is a specific tokenizer bug; slow-vs-fast inconsistency is broader and could have many causes." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "A mask/index shape error is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different subsystems and symptoms: Blip2 dtype initialization vs Apple Silicon warmup TypeError." + "reason": "Removal of is_torch_fx_available is one specific remote_code breakage, while the other issue is a broad umbrella report; not clearly the same fix." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both mention remote_code breakage, but 45020 is a broader umbrella and not clearly the same concrete regression." + "reason": "gguf_file loading breakage and est-roberta tokenizer loading failure are different loader/model cases." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type bug and return_tensors being ignored are unrelated API issues." + "reason": "StaticCache seq-length return type and return_tensors being ignored are unrelated API bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure for BitNet is unrelated to general dtype mismatch issues." + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatches." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo image-size mismatch is a different model bug than bfloat16 dtype mismatches." + "reason": "Processor/model input-size mismatch and dtype mismatch are unrelated." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization-change report." + "reason": "BLIP2 dtype loading and Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both are about removed pipeline tasks in v5, but one is an error message and the other is stale docs, not one concrete bug." + "reason": "Both touch v5 pipeline removal, but one is an error-message issue and the other is docs cleanup; not the same underlying bug." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Qwen3VL loading error is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different attribute/access problems." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both concern loading, but FSDP CPU RAM loading and init_empty_weights argument handling are distinct code-path failures." + "reason": "Missing tensorflow in the torch extra and a tokenizer regex crash are unrelated." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Different model components and causes: Mistral regex patch crashes vs Gemma4Processor missing _tokenizer." + "reason": "Apple Silicon TypeError and CUDA float16 AMP loss crash are different platform-specific issues." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "TensorFlow backend packaging and Mistral tokenizer patching are unrelated." + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-weight bugs." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both touch mistral_common-based processors, but one is an import dependency break and the other is continue_final_message behavior." + "reason": "Audio chat-template sampling-rate default and DAC from_latents/STE mismatch are unrelated." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a generic tokenization-version change report are not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are unrelated." + "reason": "An isolated reproduction of an older issue and FP8 inference failure on B200 are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but it overstates the tokenizer pair. The packet only shows soft similarity between issue:28218 and issue:29159, and the pair is explicitly marked deterministic_accept=false. Calling it the only plausible duplicate pair / same tokenizer bug is too strong. The rest of the rejections look conservative, but the one accepted soft-edge verdict is not supported strongly enough by the packet." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5664,21 +5705,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:43257", "issue:43262", "issue:43329", - "issue:43452", "issue:43526", "issue:43531", "issue:43550", "issue:43638", + "issue:43644", "issue:43645", "issue:43650", "issue:43653", @@ -5686,6 +5726,7 @@ "issue:43720", "issue:43742", "issue:43746", + "issue:43749", "issue:43819", "issue:43854", "issue:43906", @@ -5701,260 +5742,246 @@ "issue:44912", "issue:44936", "issue:44977", - "issue:44991", "issue:45003", "issue:45020", "issue:45042", "issue:45084", + "issue:45372", "issue:45459", "issue:45538", "issue:45600", "issue:45803", - "issue:46209", "issue:46285", + "issue:46326", "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:43906|issue:46209", - "issue:43262|issue:43819", "issue:45003|issue:46285", - "issue:34634|issue:36331", "issue:43526|issue:43697", "issue:43653|issue:44912", "issue:44060|issue:44368", "issue:45084|issue:45538", "issue:43742|issue:45020", - "issue:43526|issue:44554", "issue:43329|issue:45600", "issue:44589|issue:45042", - "issue:43452|issue:44991", + "issue:43644|issue:43749", "issue:43638|issue:44936", "issue:43650|issue:43906", - "issue:43746|issue:44811", "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:34634|issue:36331", "issue:43819|issue:43927", - "issue:44387|issue:44617", + "issue:45372|issue:46326", "issue:36010|issue:43645", - "issue:43257|issue:43329", "issue:43720|issue:44610", - "issue:43854|issue:44977", "issue:38175|issue:44610", + "issue:43854|issue:44977", "issue:36010|issue:36331", "issue:46421|issue:46424", "issue:43531|issue:45042", + "issue:44387|issue:44617", "issue:39692|issue:44912", "issue:45459|issue:45803", + "issue:43526|issue:44554", "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "802e0b2b064b96040519ef983ea3b73b04adab82651893daf4ee1368f12e0840", + "prepared_review_unit_hash": "88b2d7a90ad82343b70cd7ef1a78af9955ff2bc0268c2fd93d6c8b3ceebb9b33", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36825, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "soft_pair_count": 28, + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share superficial vocabulary or broad subsystem overlap, but they describe different bugs, models, and code paths. I found no true duplicate PRs and rejected all soft edges. I chose the broad remote_code regression report as the best umbrella issue, but the cluster is not a clean duplicate set.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45020 is the broadest, most central user-facing regression in the set: recent Transformers versions breaking models that rely on `remote_code`. It is the closest thing to an umbrella issue here, though most other items are still distinct bugs.", + "summary": "This cluster is heterogeneous: most items are unrelated transformer bugs spanning loading, quantization, processors, trainers, cache, and docs. None of the soft edges look like the same concrete bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse across unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the strongest generality and impact among the issues, making it the best representative/canonical anchor for this noisy cluster even though it does not subsume the others as true duplicates.", + "best_issue_reason": "If forced to pick a representative issue, issue:45020 is the broadest regression-style report, but it is not a true cluster canonical for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "Unrelated failures: an isolated reproduction of an older issue versus FP8 inference on B200." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Both are audio/DAC-related only at a very broad level; one is chat template sample-rate handling, the other is a DAC latent/STE mismatch." - }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different subsystems and failure modes: unsafe sys.modules access versus CLIP text model structure inconsistency." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "Different domains entirely: BarkProcessor voice preset versus Trainer.compute_loss signature change." + "reason": "Different problems: unsafe sys.modules access vs CLIP text-model structural inconsistency." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different image-processor bugs: BEiT label reduction versus RTDetrV2 output divergence." + "reason": "Different models and failures: label reduction bug vs output divergence in RTDetrV2." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug versus quantized model loading/fallback behavior." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Related warning theme, but not the same concrete bug: Qwen3-Next tied-weights miswarning versus Qwen3.5 LoRA warning/config advice." + "reason": "Both are Qwen warnings, but they describe different tied-weights/config issues." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/template issues: compile error on non-template nodes versus an incorrect model_max_length sentinel." + "reason": "Non-template node compilation error is unrelated to CLIPTokenizer max_length behavior." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Different concrete failures: a loading key error for MobileLLM versus a broad remote_code regression." + "reason": "MobileLLM key error during loading is not the same as remote_code breakage." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Different code paths and products: BEiT label reduction versus MPS attention correctness." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Different bugs: multimodal token counting/video path versus stale auto_mappings references." + "reason": "Undefined video-token variables vs stale auto_mappings config references." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different issues: missing Float8 storage object versus an image-processor torchvision dependency regression." + "reason": "Storage-object type error is unrelated to PIL backend requiring torchvision." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer/model-loading failures for different repositories and mechanisms." + "reason": "Non-persistent buffer junk vs FSDP CPU RAM efficient loading are different loading bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training bugs: ZeRO-3 empty-index error versus evaluate() failing after train()." + "reason": "Zero3/BERT training index error is not the same as evaluate-after-train failure." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "ADD THE DATA is not a substantive duplicate of the isolated reproduction report." + "reason": "Placeholder/invalid issue vs reproduction of an external upstream bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to MXFP4 quantization loading." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different code paths: PEFT local checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Different failures: torch.compile with SDPA versus MXFP4 loading fallback." + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer compute_loss signature mismatch." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Both touch audio/model generation only loosely; one is DAC latent mismatch, the other is DiaConfig token ID persistence." + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig custom token IDs loss." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 CUDA reserved memory growth versus Sam3Video memory pressure." + "reason": "ImportError in Gemma 4 processor loading vs continue_final_message tokenizer behavior." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different compatibility issues." + "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are different failures." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Different Qwen3-MoE problems: load/conversion under accelerate+deepspeed versus sliding_window logic." + "reason": "BitNet packed-weight loading bug is unrelated to OmDet-Turbo image-size mismatch." }, { - "left": "issue:43720", + "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different bugs in unrelated paths: BitNet packed-weight loading versus OmDet-Turbo processor size mismatch." + "reason": "Zero probabilities in SigLIP2 are not the same as processor/model input-size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation/loading regressions for different architectures." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different failure modes: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." + "reason": "GLM-4.7-Flash loading/test issue is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and Trainer.compute_loss API mismatch are unrelated." + "reason": "ImportError for GenerationMixin and compute_loss keyword mismatch are unrelated." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length handling for quantized cache only." + "reason": "Chunked-prefill recompilation and max_cache_length handling are different cache bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different areas: Qwen3-MoE sliding_window logic versus PIL backend requiring torchvision." + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision dependency." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory/OOM regression is not the same as Sam3Video OOM." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "A documentation/example issue with model/processor mismatch and quantization failure is not the same as a specific MXFP4 loading regression." + "reason": "Documentation example errors are unrelated to MXFP4 quantization loading." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different code paths and different failure consequences." + "reason": "Both involve exception handling, but they are different code paths and bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to MPS attention correctness." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are audio processor issues, but sample-rate templating and Whisper decode behavior are separate bugs." + "reason": "Audio apply_chat_template sample-rate default bug is unrelated to Whisper batch_decode behavior." } ] }, @@ -5973,19 +6000,18 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:28282", + "issue:24643", "issue:29159", "issue:33357", "issue:34567", - "issue:34689", + "issue:38175", "issue:40990", "issue:41720", - "issue:42175", "issue:42490", "issue:42915", "issue:43257", @@ -5999,276 +6025,310 @@ "issue:43582", "issue:43606", "issue:43643", - "issue:43696", "issue:43697", "issue:43742", "issue:43749", - "issue:43824", "issue:43927", "issue:43931", "issue:44062", "issue:44291", "issue:44479", + "issue:44560", "issue:44568", - "issue:44756", "issue:44821", "issue:44849", + "issue:44898", "issue:44912", "issue:44987", "issue:44991", "issue:45042", + "issue:45137", "issue:45356", "issue:45357", "issue:45381", + "issue:45405", "issue:45488", "issue:45538", "issue:45701", "issue:45759", - "issue:45859" + "issue:45859", + "issue:45907" ], "soft_pairs": [ - "issue:42490|issue:43257", - "issue:43257|issue:43696", - "issue:43329|issue:44479", + "issue:43749|issue:44291", + "issue:43257|issue:43329", "issue:43454|issue:43577", "issue:43643|issue:45759", "issue:43329|issue:43450", + "issue:42490|issue:43257", "issue:34567|issue:40990", "issue:29159|issue:34567", - "issue:44568|issue:45356", "issue:43606|issue:45859", - "issue:43749|issue:44756", - "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:43329|issue:44479", "issue:42915|issue:43742", "issue:44291|issue:45042", + "issue:43257|issue:43931", "issue:42915|issue:44821", - "issue:44987|issue:45538", - "issue:44849|issue:45701", - "issue:43697|issue:45357", "issue:43927|issue:44912", - "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:44849|issue:45701", "issue:43452|issue:43582", + "issue:42915|issue:45538", + "issue:44987|issue:45538", "issue:33357|issue:34567", - "issue:44568|issue:45488", - "issue:42175|issue:43824", "issue:41720|issue:43540", - "issue:44062|issue:44991", "issue:43317|issue:45538", + "issue:45137|issue:45405", + "issue:44568|issue:45488", + "issue:43540|issue:44479", + "issue:43540|issue:44560", "issue:44479|issue:45381", - "issue:28282|issue:34689" + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:38175|issue:44898" ], - "prepared_review_unit_hash": "020b54f38b82471e73a85432321c971106df420d75c2e9d8aefd671803c1befd", + "prepared_review_unit_hash": "161175e3805883b4c289c5da722d4bd2f3e42bc7b1bb8b455c9e38bf091146a2", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35929, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38000, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; only one soft pair looks like the same video-input regression in the Qwen VL family. Everything else is too model-/path-specific to be treated as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE variants, and issue:45381 appears to be a narrower instance of that same bug.", + "summary": "The items are largely heterogeneous and do not form a real duplicate cluster. They span unrelated tokenizer, vision, loading, offload, quantization, and training-state bugs. All soft-edge pairs were rejected as not the same concrete underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate exists here; if a representative issue is needed, #45701 is the broadest tokenization-regression report and the closest thing to an umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue because it captures the shared regression across several affected models rather than one model-specific symptom.", + "best_issue_reason": "#45701 is the most general and centrally relevant issue in this set, with broad tokenizer-version regression framing and inbound references, so it is the best representative issue despite the cluster being heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Different areas: local-path import warning vs Qwen3 MOE weight conversion." + "reason": "Both are model-loading failures, but they involve different mechanisms: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MOE loading/conversion bug vs GPT-oss OOM; different failure mode." - }, - { - "left": "issue:43329", - "right": "issue:44479", + "right": "issue:43329", "accept": false, - "reason": "Both are video-related, but one is undefined helpers in token counting and the other is a broader video-input regression." + "reason": "One is Qwen3 MoE weight conversion under accelerate+deepspeed; the other is a multimodal video-token counting bug. Different code paths." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight tying vs BLIP2 dtype casting; unrelated code paths." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated bugs in different model families." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is not the same as AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Both touch config/model loading, but one is missing fields from trust_remote_code and the other is text_config unwrapping for composite Qwen configs." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video-branch helpers vs batched video processor shape bug; different bugs." + "reason": "Both involve video/multimodal processing, but one is undefined variables in token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counting metric issue vs high perplexity on a model; no shared root cause." + "reason": "TrainerState token counting and GPT-OSS perplexity are separate training/runtime issues with no shared bug." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both tokenizer regressions, but for different models and different tokenizer behaviors." + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState not updating num_input_tokens_seen." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve CPU offload, but different models and likely different failing code paths." + "reason": "Both mention CPU offload, but they are model-specific failures in different code paths and not one concrete bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "FSDP CPU RAM-efficient loading vs mmap OOM on Strix Halo; different problems." + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion for mdeberta-v3-base and the other is Kimi-K2.5 codec/warning behavior." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Qwen3 MOE weight conversion vs Qwen3-VL shape mismatch; same family only at a high level." + "reason": "The general video regression in v5.3.0 is broader, but this pair is not the same concrete defect; one is undefined multimodal-token helpers, the other is a multi-model video-input regression." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3 MOE FP8 config failure vs MobileLLM key error; unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated model-loading bugs." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling vs image processor torchvision requirement; unrelated." + "reason": "init_empty_weights argument handling is unrelated to PIL backend image processors incorrectly requiring torchvision." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE FP8 loading vs AutoImageProcessor URL loading; no shared bug." + "reason": "Qwen3 MoE conversion under accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different loading failures." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Model-loading regression for one repo vs CLIPTokenizer max-length bug; unrelated." + "reason": "FP8 config failure for Qwen3Moe is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs a broad tokenization-version complaint; not the same concrete defect." + "reason": "DiaConfig custom token IDs persistence and git-oss MXFP4 quantization fallback are unrelated issues." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences vs Qwen3.5 save_pretrained key regression; different subsystems." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption affect different models and behaviors." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "DiaConfig token ID persistence vs GPT-oss MXFP4 load fallback; unrelated." + "reason": "gguf_file/from_pretrained handling and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3 MOE FP8 loading vs CLIPTokenizer model_max_length; not the same issue." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are separate concerns." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "gguf_file loading bug vs Apple Silicon allocator TypeError; different paths." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to CLIPTokenizer's absurd max length value." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP model vs TrainerState token counter update; unrelated." + "reason": "MacOS bus error with CLIP and TrainerState token counter stagnation are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Tokenizer regressions, but different root causes and model families; not mergeable into one fix." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL symbol import; unrelated." + "reason": "device_map dequantized offload failure is unrelated to CLIPTokenizer model_max_length." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Auto device-mapping cuda assert vs video processing ValueError in Qwen3OmniMoe; different failures." + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION release mismatch are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "AddedToken keyword duplication vs tokenizer loading for a specific model; different bugs." + "reason": "Both are tokenizer-related, but the BOS/EOS omission and ByteLevel-vs-Metaspace override are different bugs with different impacted models." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError is not the same concrete regression as the broader v5.3.0 multi-model video input issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Dequantized model offload failure vs tokenizer max-length constant bug; unrelated." + "reason": "Video-input ValueError in Qwen3OmniMoe and Qwen3-vl-embedding StopIteration are distinct video-processing bugs." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "45381 is a specific report of the same Qwen2.5-VL video-input regression described broadly in 44479; same code path and likely same fix." + "accept": false, + "reason": "The broad video regression and the qwen2.5-vl vision_position_ids bug are related in theme but not the same code-path defect." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a local model on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repository/runtime issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are different model-loading failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument conflict and est-roberta tokenizer loading regression are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "PyTorch missing import error vs Llama 3.2 Vision model-loading breakage; unrelated." + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default resolution failure are unrelated vision-model issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:44479 is clearly the broader v5.3.0 video-input regression report, and issue:45381 reads like a narrower report of the same Qwen VL video-position-id bug. The other soft-edge rejections are conservative based on the issue titles, with no obvious overclaiming." - }, - "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 }, @@ -6283,289 +6343,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:24643", "issue:27957", "issue:28282", "issue:29127", - "issue:29159", "issue:34567", + "issue:34689", + "issue:36010", "issue:36331", - "issue:38175", "issue:42175", - "issue:42915", "issue:43257", "issue:43404", + "issue:43452", "issue:43493", "issue:43526", - "issue:43540", + "issue:43531", "issue:43577", - "issue:43582", + "issue:43646", + "issue:43696", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", + "issue:43824", "issue:43906", "issue:43994", "issue:44062", "issue:44291", - "issue:44479", "issue:44488", - "issue:44560", + "issue:44589", "issue:44737", + "issue:44756", "issue:44792", "issue:44821", - "issue:44898", + "issue:44913", "issue:44964", - "issue:44987", + "issue:45042", "issue:45072", "issue:45081", - "issue:45137", - "issue:45325", + "issue:45357", "issue:45381", "issue:45405", "issue:45479", "issue:45588", + "issue:45600", "issue:45823", - "issue:45907", + "issue:45920", "issue:45987", - "issue:46399", + "issue:46121", "issue:46463", "issue:46468" ], "soft_pairs": [ - "issue:45137|issue:45405", - "issue:43540|issue:44479", - "issue:43540|issue:44560", - "issue:44987|issue:45907", - "issue:24643|issue:29159", - "issue:43742|issue:44291", - "issue:28282|issue:29127", - "issue:42915|issue:43749", - "issue:38175|issue:44898", "issue:44737|issue:46463", - "issue:42175|issue:44488", - "issue:43577|issue:45072", - "issue:43493|issue:43994", "issue:43906|issue:46468", - "issue:43257|issue:43756", - "issue:44291|issue:44821", - "issue:43526|issue:45479", + "issue:43257|issue:43696", "issue:34567|issue:36331", + "issue:43577|issue:45072", "issue:44062|issue:45081", - "issue:43582|issue:43782", + "issue:43646|issue:43749", "issue:27957|issue:28282", - "issue:43404|issue:45987", "issue:44737|issue:45588", + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:44291|issue:44821", + "issue:36010|issue:42175", "issue:44792|issue:44964", - "issue:43756|issue:46399", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45823|issue:46463", + "issue:43749|issue:44756", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43257|issue:43756", "issue:43906|issue:45381", - "issue:43756|issue:45325", - "issue:45823|issue:46463" + "issue:45357|issue:45920", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43526|issue:45479", + "issue:44913|issue:46121" ], - "prepared_review_unit_hash": "79fb49bed28ae94aa2cea0178776bed5b13510fbbe76c9685fe56dd55d3346a9", + "prepared_review_unit_hash": "53c9d840a0b7244cd2ca44cb36f0a0aa901185b50d9f4238db38009cffc1e058", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36319, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "soft_pair_count": 29, + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports across different models and subsystems. The only strong duplicate-like pair is the SigLIP2 implementation discrepancy vs the nonsensical-output report; the rest are too broad or target different code paths. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43493 is the best anchor: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, which is more root-cause-oriented than the symptom-focused 43994 report.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only plausible duplicate-like pair is the SigLIP2 implementation mismatch / nonsensical output reports; the rest are distinct model-, loader-, or infrastructure-specific bugs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43493 is the best root-cause-style issue: it describes the underlying SigLIP2 HF-vs-JAX discrepancy, which plausibly explains the downstream nonsensical outputs reported in issue:43994.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the clearest representative of the only likely duplicate pair and is the most useful issue to keep as the canonical reference.", + "best_issue_reason": "issue:43493 is the clearest and most general issue in the cluster: it names the concrete model family, identifies the implementation mismatch, and is more root-cause oriented than the symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque IndexError and a PEFT version bump are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both mention video inputs, but the model scope and failure details differ; not enough evidence of the same bug." + "reason": "Different subsystems: XLNet CPU device placement vs T5 decoder-input validation error message." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Different Qwen video-input failures with no clear shared code-path or identical symptom." + "reason": "One is a minimal repro of a prior issue; the other is a broken Nemotron example. No clear same bug." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Model loading failure and list_repo_files revision forwarding are different issues." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a CUDA OOM on GPT-oss-20b." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + "reason": "TrainerState token counting bug and CustomTrainer kwarg incompatibility are different trainer issues." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "A MobileLLM key error and an init_empty_weights argument mismatch are distinct load-time bugs." + "reason": "Both mention dtype, but they affect different models and likely different code paths." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Missing PyTorch import error and LayoutLMv3 box-validation messaging are unrelated." + "reason": "Tokenizer AddedToken kwarg collision is unrelated to the Mistral regex patch crash." }, { - "left": "issue:42915", + "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different subsystems and bugs." + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are distinct failures." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both are vision-model bugs, but the models and failure modes are different." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch installation error." }, { "left": "issue:44737", - "right": "issue:46463", + "right": "issue:45588", "accept": false, - "reason": "XLNet CPU placement bug and T5 decoder-input validation message are unrelated." + "reason": "XLNet CPU tensor creation bug and flash-attention sink handling crash are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation problem: HF outputs diverge from expected behavior and produce bad results." + }, + { + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Backend install extras issue and a specific model load failure are not the same bug." + "reason": "Mistral3 lm_head tying and StaticCache sequence-length typing are different issues." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Both involve dtype mismatch, but different models and code paths make this too broad to merge." + "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor-from-URL are unrelated loading bugs." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model family and the symptom report aligns with the stated HF-vs-JAX implementation discrepancy." + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend support are unrelated environment/package issues." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "An isolated reproduction of an older issue and a broken Nemotron example are not demonstrably the same underlying bug." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different models and failure modes." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Qwen3 MOE weight-conversion failure and Smollm3 RoPE-layer dropping are unrelated model bugs." + "reason": "Missing PyTorch import and Llama 3.2 Vision load regression are unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling is unrelated to loading AutoImageProcessor from a URL." + "reason": "Backend packaging problem and missing Qwen2.5-VL symbol are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "BEiT image-processor label reduction and sequence-classification zero-loss behavior are different problems." + "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "TrainerState token-count bookkeeping and CustomTrainer compute_loss signature breakage are separate trainer issues." + "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading fixes." }, { - "left": "issue:44062", + "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "AddedToken constructor duplication and Mistral regex patch crash are different tokenizer bugs." + "reason": "PIL image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load failure are unrelated." + "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated loading/runtime errors." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch for AutoModel are unrelated." + "reason": "gguf_file handling and loading cjvt/sleng-bert are different tokenizer/model-loading problems." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "A tied lm_head weight bug and a StaticCache return-type contract bug are not the same change." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer mismatch are unrelated model-specific bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "XLNet CPU arange placement and flash_attention sink-less-model crash are different code paths." + "reason": "Isolated repro of an earlier issue and Qwen2.5-VL video vision_position_ids bug are unrelated." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "A Janus image-generation test failure and a Phi-4 multimodal load failure are too different to treat as duplicates." + "reason": "Qwen3.5 save_pretrained visual-key regression and tokenizer wrong-token-ID regression are different bugs." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Smollm3 RoPE-layer omission and Qwen3.5 kernel-registration crash are unrelated." + "reason": "Version bump to unreleased PEFT and stale auto_mappings config references are unrelated CI/package issues." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "A reproduction of an older issue and a Qwen2.5-VL video position-id bug do not clearly match." + "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error message are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both involve RoPE/position handling, but they affect different models and distinct failure mechanisms." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and zero-loss single-label classification bug are not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder validation messaging are unrelated." + "reason": "GPTNeoX rotary_pct reload regression and rope-params JSON list handling are different config bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly notes that there are no PRs, and it keeps the non-SigLIP2 pairs conservatively rejected. The accepted 43493/43994 pair is reasonably supported by the shared SigLIP2 context and the symptom/root-cause relationship, without overstating certainty. Canonical issue choice and overall framing are conservative and consistent with the evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43493 and issue:43994, is plausibly the same SigLIP2 bug class, while the other pairs are reasonably rejected as distinct failures. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -6581,271 +6648,291 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:24643", - "issue:28282", + "issue:27957", "issue:29127", + "issue:29159", "issue:30064", - "issue:32090", "issue:33357", "issue:33666", + "issue:38175", "issue:41762", "issue:43295", "issue:43452", - "issue:43531", + "issue:43577", + "issue:43582", "issue:43643", - "issue:43688", + "issue:43653", "issue:43697", "issue:43720", - "issue:43742", - "issue:43749", + "issue:43756", "issue:43819", "issue:44361", "issue:44442", "issue:44466", - "issue:44488", - "issue:44493", + "issue:44484", "issue:44514", - "issue:44589", + "issue:44568", "issue:44625", + "issue:44704", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44913", "issue:44936", + "issue:44977", "issue:45005", - "issue:45042", - "issue:45081", "issue:45200", "issue:45216", + "issue:45325", "issue:45356", - "issue:45357", + "issue:45372", "issue:45375", "issue:45381", - "issue:45405", - "issue:45600", - "issue:45920", - "issue:46050", - "issue:46121", + "issue:45542", + "issue:45823", + "issue:46170", + "issue:46178", + "issue:46399", "issue:46463" ], "soft_pairs": [ - "issue:45042|issue:45081", - "issue:43742|issue:44589", - "issue:43452|issue:44488", - "issue:45357|issue:45920", - "issue:43531|issue:44821", - "issue:45405|issue:45600", - "issue:44913|issue:46121", + "issue:43756|issue:46399", "issue:43720|issue:44898", - "issue:43643|issue:45375", "issue:43697|issue:45216", + "issue:43643|issue:45375", "issue:45200|issue:46463", - "issue:24643|issue:29127", "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43756|issue:45325", "issue:41762|issue:44936", - "issue:44493|issue:46050", + "issue:24643|issue:29127", "issue:44514|issue:45381", "issue:44466|issue:45005", "issue:43452|issue:44843", - "issue:43819|issue:44811", "issue:30064|issue:33666", - "issue:43688|issue:43749", - "issue:28282|issue:32090", - "issue:28282|issue:33357", + "issue:43819|issue:44811", "issue:44361|issue:44442", - "issue:43295|issue:45356" + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:43295|issue:45356", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:29159|issue:33357" ], - "prepared_review_unit_hash": "2ae273d47742d6eeada63284c0e19ea7fd7e8ec75b628116495fa96398210539", + "prepared_review_unit_hash": "fea8f2d9a626c69cb73878586d79e316dc58a6d2c5a1f15747e2face71277a80", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35423, - "estimated_input_tokens": 8856, - "estimated_eval_tokens": 17968 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35926, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly unrelated issues across different models and code paths. I only see one plausible duplicate pair: the v5 tied-weights regression reports (44466/45005).", - "confidence": 0.74, - "canonical_issue_reason": "issue:44466 is the most concrete tied-weights report: it names the exact lm_head.weight serialization symptom, the v5 regression context, and the device-dependent behavior.", + "summary": "Mostly a heterogeneous set of unrelated issue reports. The only plausible duplicate pair is the v5 tied-weights/save_pretrained regression around translation models; the rest are superficially similar by topic but describe different models, code paths, or symptoms.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45005 is the broadest and most representative of the likely duplicate area: tied-weight serialization regressions in v5 for translation-style models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best representative issue because it is the most specific, actionable description of the tied-weights bug and has the clearest regression framing.", + "best_issue_reason": "Issue 45005 best captures the underlying bug family and is phrased at the right abstraction level for a canonical tracker issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Different subsystems and failures: image processor torchvision dependency vs Mistral regex tokenizer crash." + "reason": "Both mention RoPE-related internals, but one is a Smollm3 layer-selection bug and the other is a Qwen3.5 kernel registration crash; different failure modes and code paths." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both are loading errors, but they describe different concrete failures and likely different root causes." + "reason": "Packed-weight loading in BitNet vs Perceiver image resizing/interpolation are unrelated bugs." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "One is a gguf_file/from_pretrained regression; the other is a specific model-loading failure. No clear same bug." + "reason": "One is RTDetrV2 output drift in v5, the other is Qwen3.5 checkpoint saving correctness; both are regression reports but not the same concrete bug." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 save_pretrained key serialization bug vs broad AutoTokenizer wrong-token-IDs regression; different code paths." + "reason": "Both involve config handling, but one is trust_remote_code missing fields in AutoConfig and the other is a strict-schema field drop in a specific Qwen vision config." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder-input validation error messaging are distinct model-specific issues." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "PEFT version-pin issue and removed-config CI breakage are unrelated maintenance problems." + "reason": "Both touch config loading, but the first is missing num_labels propagation in Qwen3.5 while the second is strict loading of granite_speech config; different root causes." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Rotary_pct reload defaulting and rope-validation TypeError are different config bugs." + "reason": "AppleSilicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; different models and mechanisms." + "reason": "Both involve RoPE/vision timing, but one is missing RoPE layers in Smollm3 and the other is incorrect still-image temporal position scaling in Qwen2.5-VL." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Both mention config fields, but one is generic trust_remote_code missing fields and the other is a specific strict-decorated config field drop." + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate() failing after train are different training/evaluation bugs." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "RTDetr output mismatch and Qwen3.5 save_pretrained corruption are distinct regressions." + "reason": "DeepSpeed weight shape error and LayoutLMv3 error-message clarity are not the same underlying bug." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input validation messaging are unrelated." + "reason": "Both are Qwen2.5-VL processor issues, but batched chat-template padding and video vision_position_ids are separate code paths." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same v5 tied-weights/save_pretrained regression for translation-style models; one is a concrete lm_head serialization symptom and the other is the broader tied-weights bug report." + }, + { + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "DeepSpeed weight shape RuntimeError vs LayoutLMv3 error-message clarity; different issues entirely." + "reason": "Both are from AutoTokenizer.from_pretrained, but one is gguf_file breaking tokenizer/model loading and the other is an unconditional model_info call breaking offline mode." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config-loading bugs." + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "ZeRO-3 model-load index error and trainer.evaluate-after-train failure do not share the same code path." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skipping special tokens are different model/processor behaviors." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Unexpected position-id keys and quantized save/load breakage are different symptoms." + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer on tasks and the other is AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "One is a batched apply_chat_template crash; the other is wrong vision_position_ids in video input. Different bugs." + "reason": "Gemma 4 processor loading import error and Windows ROCm torch.distributed dependency issues are unrelated environment/code-path failures." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both describe v5 tied-weights regressions in translation-style models and plausibly stem from the same save/load serialization path." + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration/empty decode and MLukeTokenizer task AttributeError are different bugs." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "gguf_file/from_pretrained breakage and unconditional model_info() in offline mode are distinct tokenizer-loading bugs." + "reason": "Trainer post-train evaluation failure and Gemma4 PLE device mismatch during forward are unrelated." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Save_pretrained shard-size question and AutoProcessor kwargs forwarding are unrelated." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Siglip2 zero-probabilities issue and processor.tokenizer regression are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU-efficient loading are different training/loading issues." + "reason": "Processor.tokenizer regression and Kimi-K2.5 tokenizer codec/regression issues are different failures." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "PyTorch import detection failure and NoneType GPU broadcast error are unrelated." + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error on CLIP are unrelated." + "reason": "Both concern backend selection, but one is missing TensorFlow with tensorboard installed and the other is an invalid tensorflow_text backend mapping error." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:24643", + "right": "issue:27957", "accept": false, - "reason": "Different tokenizer classes and failures; no shared underlying bug is evident." + "reason": "DeepSpeed weight-shape error and XLM-Roberta Flash Attention 2 issue are unrelated." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 v5 output drift are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special-token registration and mdeberta BOS/EOS add_special_tokens behavior are separate tokenizer issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Processor/tokenizer API regression and Kimi-K2.5 codec handling regression are different bugs." + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS bus error with a CLIP community model are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft pair, 44466/45005, is plausibly the same tied-weights serialization regression; the rest are reasonably treated as unrelated based on their titles and described failure modes. The summary does not overstate the evidence." + "feedback": "The assessment is grounded in the packet. The only accepted soft pair, issue 44466 vs 45005, is a conservative and plausible duplicate match within the same tied-weights/save_pretrained v5 regression family. The remaining rejections stay appropriately narrow and do not overstate cross-issue similarity." }, "evaluator_used": true, "retried": false, @@ -6861,293 +6948,320 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:24643", - "issue:27957", - "issue:29159", + "issue:28282", "issue:32090", - "issue:33357", + "issue:33666", "issue:34567", - "issue:38175", + "issue:35141", + "issue:36010", + "issue:36331", "issue:41720", + "issue:43262", "issue:43295", "issue:43452", + "issue:43504", "issue:43531", "issue:43550", "issue:43577", + "issue:43606", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", - "issue:43697", + "issue:43720", "issue:43742", - "issue:43749", "issue:43756", "issue:43927", + "issue:43994", "issue:44361", + "issue:44451", "issue:44464", - "issue:44479", - "issue:44484", + "issue:44466", + "issue:44493", "issue:44514", "issue:44561", - "issue:44568", - "issue:44625", - "issue:44704", + "issue:44610", "issue:44743", + "issue:44821", "issue:44843", - "issue:44936", "issue:44977", "issue:44991", "issue:45290", - "issue:45372", "issue:45440", "issue:45491", - "issue:45542", - "issue:45701", - "issue:45704", + "issue:45588", "issue:45823", "issue:46002", - "issue:46170", - "issue:46178", + "issue:46050", + "issue:46192", + "issue:46209", "issue:46402" ], "soft_pairs": [ - "issue:45372|issue:46170", - "issue:43653|issue:44361", - "issue:44936|issue:45823", - "issue:38175|issue:43295", - "issue:44484|issue:44704", - "issue:43452|issue:43577", - "issue:45542|issue:46178", - "issue:24643|issue:27957", - "issue:29159|issue:33357", - "issue:43577|issue:43697", - "issue:43653|issue:44568", + "issue:44493|issue:46050", "issue:44843|issue:44991", - "issue:44464|issue:44743", - "issue:43646|issue:43749", "issue:43531|issue:43742", "issue:44514|issue:45290", - "issue:43688|issue:45440", - "issue:43653|issue:43927", - "issue:43688|issue:45704", - "issue:45491|issue:46002", "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:44464|issue:44743", "issue:43550|issue:43927", - "issue:43688|issue:45701", "issue:43550|issue:44361", - "issue:44479|issue:44625", - "issue:43643|issue:44561", + "issue:28282|issue:35141", "issue:44464|issue:44977", "issue:32090|issue:34567", - "issue:41720|issue:44464" + "issue:43643|issue:44561", + "issue:45491|issue:46002", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46209", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:43577|issue:45588", + "issue:41720|issue:44464", + "issue:43688|issue:45440", + "issue:28282|issue:32090", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43994|issue:46192" ], - "prepared_review_unit_hash": "ccdfd091da38a4874a1c748820d9c2297e5a1ce13eb1e275288bcd97025054df", + "prepared_review_unit_hash": "9ffd920b31d641f8301edcb4ad2acf66c1aa9e76cd732c65e909a7547223ee0b", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36432, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37191, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, trainer, multimodal, MoE, config, and loading regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "If a representative issue is required, #43646 is the broadest v5-regression report in the set; otherwise there is no true canonical duplicate for this cluster.", + "summary": "This cluster is a broad similarity bucket of unrelated Transformers bugs and regressions (loading, training, generation, processors, and model-specific failures). I don\u2019t see a safe duplicate canonical; the soft edges are mostly topical rather than the same underlying bug/change.", + "confidence": 0.17, + "canonical_issue_reason": "No single issue is a safe canonical: the items span many unrelated code paths and model families, with no strong duplicate evidence tying them to one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the closest umbrella representative because it describes a broad Transformers 5.0 regression affecting custom model initialization, which is more general than the other very specific reports.", + "best_issue_reason": "No issue stands out as a global best representative beyond superficial topical similarity; picking one would be arbitrary given the heterogeneous failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Different failure domains: Gemma processor loading/import dependency vs Windows ROCm torch.distributed import/type error." + "reason": "Both mention model-state problems, but one is unexpected position-id keys while the other is quantized save/load breakage; different bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different concrete failures." + "reason": "Both are tokenizer-loading related, but one is an offline-mode Mistral regex/hub call issue and the other is a model-specific tokenizer load regression." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Trainer lifecycle failure vs Gemma4 device-map forward mismatch; unrelated code paths." + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key errors are different failure modes with no shared code-path evidence." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor.tokenizer/image-handling regression." + "reason": "Both involve chat templates, but one is batching with padding=False and the other is assistant tool-call messages with no content." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor kwargs forwarding." + "reason": "Different model-loading defects: Smollm3 RoPE-layer handling vs Sam3 text-encoder weights not loading." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "GGUF loading breakage is not the same bug as Blip2 dtype remaining float32." + "reason": "BigBird special-token decode failure and DiaConfig token-ID loss after save/load are related only at a very high level." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both mention backend/TF issues, but they are different backend resolution failures with different triggers." + "reason": "Chunked generation with compiled forward and recurrent-state reset under cache are distinct generation bugs." }, { - "left": "issue:24643", - "right": "issue:27957", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to XLMRoberta Flash Attention 2." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig custom token ID persistence." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are different bugs." + "reason": "One is a compile/attention bug; the other is an MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Model dtype loading bug vs RTDetrV2 output divergence are distinct issues." + "reason": "PyTorch missing ImportError and embedding reinitialization after resize are separate initialization issues." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Different tokenizer special-token behaviors on different models; not the same bug." + "reason": "Both affect generation, but compiled chunked generation inconsistency and Qwen3.5 flash-attention failure are different bugs." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Offline model_info call in tokenizer patch is unrelated to est-roberta tokenizer loading failure." + "reason": "Trainer broadcast NoneType error and TrainerState num_input_tokens_seen not updating are not the same code-path." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both involve generation state, but one is compiled-forward inconsistency and the other is cache reset logic in a different model." + "reason": "Both touch trust_remote_code, but missing fields from AutoConfig and removal of is_torch_fx_available are separate regressions." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM efficient loading." + "reason": "Gemma3 NaNs from sliding-window attention and NaNs in classification heads after checkout+init are different symptoms and causes." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same as a key error when loading MobileLLM-125M." + "reason": "Legacy-field model loading and packed-weight unpacking during accelerate loading are unrelated load failures." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Same API surface, but different crashes: batched padding=False vs assistant tool-call messages with no content." + "reason": "BEiT preset loading and Bamba torch.compile SDPA failure do not share the same underlying bug." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is different from DeepSeekV3MoE implementation divergence." + "reason": "Flash-attention generation issues and FP8 inference on B200 are distinct hardware/attention problems." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Tokenizer special-token registration bug and DiaConfig custom token-ID loss are unrelated." + "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are only broadly about training, not the same defect." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to a T5 apex RMSNorm memory leak." + "reason": "BEiT legacy-field loading and OmDet processor/model input-size mismatch are unrelated." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Both mention NaNs, but the model, locus, and root cause are different." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different issues." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 is unrelated to Sam3 text encoder weights not loading." + "reason": "Inconsistent lm_head serialization and quantized sinq save/load breakage are both persistence bugs, but not the same one." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key errors and AutoImageProcessor-from-URL loading are different loader paths and failures." + }, + { + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "torch.compile/SDPA failure is not the same bug as custom token IDs being lost on save/load." + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and compiled chunked generation inconsistency are separate runtime problems." }, { "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to broad tokenization changes." + "reason": "Aux-loss normalization and DeepseekV3MoE divergence are architecture-specific but not the same bug." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Compiler/SDPA model failure and tokenizer AttributeError are different code paths." + "reason": "Missing PyTorch ImportError and Trainer gpu_broadcast NoneType TypeError are unrelated." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Video-input regression across Qwen variants is distinct from num_labels propagation in Qwen3.5 config." + "reason": "Packed-weight loading and DiaConfig token-ID persistence do not share the same code path." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig is different from the removed is_torch_fx_available regression." + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image-passing regression are separate processor bugs." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as flash-attention generation failure." + "reason": "CPU offload device mismatch in bark-small and DiaConfig custom token ID loss are unrelated." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are unrelated trainer bugs." + "reason": "Both are model/tokenizer loading failures, but gguf_file handling and ScandiBERT loading are not the same defect." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 auto device-map mismatch and sinq quantized save/load breakage are different runtime vs persistence issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are distinct Trainer-related bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 is a different failure than chunked generation inconsistency under compilation." + "reason": "Siglip2 nonsensical outputs and return_tensors being ignored are unrelated API/model-behavior issues." } ] }, @@ -7166,309 +7280,307 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:28218", - "issue:32090", "issue:33357", "issue:33666", - "issue:36010", - "issue:36331", "issue:39692", - "issue:43262", "issue:43278", "issue:43295", - "issue:43452", + "issue:43334", "issue:43493", "issue:43504", "issue:43525", - "issue:43550", + "issue:43540", "issue:43572", + "issue:43575", "issue:43577", "issue:43606", + "issue:43646", "issue:43688", "issue:43720", - "issue:43742", + "issue:43749", + "issue:43824", "issue:43825", "issue:43844", "issue:43927", - "issue:43994", + "issue:44291", "issue:44361", - "issue:44451", + "issue:44464", "issue:44466", + "issue:44479", "issue:44488", "issue:44554", "issue:44568", - "issue:44610", + "issue:44589", "issue:44625", - "issue:44821", "issue:44843", "issue:44849", "issue:44964", "issue:44977", + "issue:45200", + "issue:45229", "issue:45357", "issue:45405", - "issue:45588", + "issue:45520", + "issue:45704", + "issue:45759", "issue:45812", "issue:45823", - "issue:46002", - "issue:46050", - "issue:46192", "issue:46209", - "issue:46365" + "issue:46424", + "issue:46489" ], "soft_pairs": [ - "issue:44977|issue:46209", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:32090|issue:33666", - "issue:43504|issue:44610", - "issue:33666|issue:36010", - "issue:43577|issue:44554", - "issue:44466|issue:46050", - "issue:43742|issue:44821", - "issue:43577|issue:45588", - "issue:43720|issue:43927", - "issue:43262|issue:43295", - "issue:44554|issue:46365", - "issue:43452|issue:44451", - "issue:43606|issue:43927", - "issue:45823|issue:46050", - "issue:44849|issue:46209", - "issue:33666|issue:36331", - "issue:43994|issue:46192", - "issue:43278|issue:43688", - "issue:43720|issue:44361", "issue:43525|issue:43572", - "issue:44625|issue:46002", - "issue:28218|issue:33357", + "issue:43720|issue:44361", + "issue:44849|issue:46209", "issue:43493|issue:43825", "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:44479|issue:44625", "issue:44849|issue:45357", + "issue:44568|issue:46489", + "issue:43577|issue:44554", + "issue:43688|issue:43749", + "issue:39692|issue:43295", "issue:44568|issue:45812", "issue:44488|issue:44843", - "issue:39692|issue:43295", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", "issue:43493|issue:43844", - "issue:43278|issue:43844" + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:43572|issue:44291" ], - "prepared_review_unit_hash": "8577d56ef3334bb1a421eae8a43c9d3e307adc7a6ca6ef6331357cdbf447c423", + "prepared_review_unit_hash": "44ca982247d7dd65623e7a9c9a0e19847eee69e96b0fdf1272a832f998e5b6fd", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37728, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 + "soft_pair_count": 31, + "serialized_chars": 37172, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate; most are unrelated bugs across different models, processors, or runtime paths. If a single issue must anchor the cluster, `issue:45812` is the strongest standalone regression, but the set is not one coherent duplicate group.", - "confidence": 0.87, - "canonical_issue_reason": "`issue:45812` is the clearest high-impact core regression here: broad `AutoTokenizer` token-id breakage across Granite models with multiple inbound references.", + "summary": "This cluster is heterogeneous: it mixes many unrelated Transformers bugs/regressions across tokenizers, model configs, multimodal inputs, loading, dtype/device issues, and training behavior. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the items are mostly distinct bug reports with different code paths and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45812` is the best representative issue because it is concrete, user-facing, and broader in impact than the other standalone reports.", + "best_issue_reason": "If one issue must be chosen, issue 44843 is the best representative because it is a broad, high-impact core regression in tokenizer loading with a clear root-cause surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different bugs: Qwen3.5 flash-attention generation vs FP8 inference failure on B200." + "reason": "Both are missing-pad-token config errors, but they affect different models/config fields (Llama4 vs StableLm) and likely different fixes." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Different code paths: legacy-field model loading vs BitNet packed-weight unpacking during accelerate load." + "reason": "Both are AttributeError-style failures, but one is about packed weights during accelerate loading and the other about MLukeTokenizer task handling; different bugs." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Unrelated failures: BEiT preset loading vs Bamba torch.compile SDPA issue." + "reason": "Different regression classes: Qwen3.5 hidden-state handling vs FP8 inference on B200 hardware." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both involve training, but the error types and affected models are different." + "reason": "SigLIP2 HF/JAX implementation mismatch is unrelated to a pipeline() offline/error-message issue." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Legacy config-field load bug is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "One is a model-loading failure for Phi-4 multimodal, the other is a packaging/version pin issue for PEFT." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Different failures: multi-GPU training vs import-time `GenerationMixin` regression." + "reason": "Both concern SigLIP2, but one is a documentation example/model-processor mismatch while the other is a deeper HF vs JAX implementation discrepancy." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different bugs: BLIP2 dtype casting vs MPS attention correctness when head dims differ." + "reason": "Different Qwen3.5 regressions: video-input processing vs num_labels propagation." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both are save/load related, but one is tied-weight serialization and the other is quantization persistence." + "reason": "Hidden-states output bug and incorrect save_pretrained visual-encoder keys are separate code paths." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Loading a causal LM vs loading an image processor from URL are separate problems." + "reason": "Both are tokenizer regressions, but they target different models and symptoms (special token insertion vs DeepSeek-Coder v1 output drift)." }, { "left": "issue:43577", - "right": "issue:45588", + "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype mismatch is unrelated to flash-attention crashing on `s_aux=None`." + "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated issues." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Packed-weight loading bug and DiaConfig token-id persistence bug are different underlying issues." + "reason": "Both mention training/loading behavior, but one is auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." }, { - "left": "issue:43262", + "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor/tokenizer API regression are distinct." + "reason": "SigLIP2 doc example errors are unrelated to the processor.tokenizer regression in custom model code." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "MPS attention correctness bug is unrelated to `Trainer` import failing with datasets installed." + "reason": "Both are tokenizer issues, but one is about add_special_tokens behavior for a specific tokenizer and the other is a broad Granite token ID regression." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Generic `from_pretrained`/gguf breakage is not the same as the ScandiBERT load failure." + "reason": "Current version loading failure for a specific model is not the same as the offline model_info() call in _patch_mistral_regex." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token-id loss after save/load." + "reason": "Related Gemma4 topics, but one is a missing default tensor in fine-tuning and the other is multi-GPU inference OOM." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Different issues: Gemma4 device placement during forward vs sinq quantization persistence." + "reason": "Video input ValueError in Qwen3OmniMoe is different from Qwen3.5 flash-attention generation corruption." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Qwen3.5 hidden-states bug is separate from FP8 inference on B200." + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Distributed training setup issue and custom-trainer signature mismatch are not the same bug." + "reason": "Chunked generation with compiled forward and cache max length handling are separate generation/cache bugs." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "SigLIP2 correctness regression and `return_tensors` handling bug are unrelated." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are unrelated training/model bugs." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as auxiliary-loss normalization." + "reason": "MacOS bus error on CLIP loading and Qwen2-VL multi-GPU training are clearly unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different failures." + "reason": "Qwen3-VL pad_token_id loading failure and StableLm pad_token_idx after 5.0 are different models and fields, not a single duplicate." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Similar theme, but different configs and attributes (`pad_token_id` vs `pad_token_idx`) and no shared concrete code path." + "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "`num_labels` propagation bug is distinct from NaNs in classification heads." + "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError on Python 3.13 are separate compatibility issues." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer added-space bug is unrelated to the MacOS CLIP bus error." + "reason": "ImportError for Qwen2_5_VL class and Float8 storage TypeError affect different modules and failure points." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are different issues." + "reason": "DiaConfig custom token ID persistence is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Model loading failure and unreleased dependency version bump are unrelated." + "reason": "Beit legacy-field model loading bug and Bark CPU-offload device mismatch are different model-specific issues." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both mention SigLIP2, but one is a doc example error set and the other is an implementation discrepancy." + "reason": "Missing pad_token_id on Qwen3-VL config and unwrapping text_config for Qwen 3.5/3.6 multimodal configs are related only at a very broad config level, not the same bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Hidden-states bug and incorrect visual-encoder key serialization are separate regressions." + "reason": "Embedding dtype mismatch in evaluate and abnormal gradient growth under DeepSpeed ZeRO-3 are different training issues." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." + "reason": "Gemma4 multi-GPU inference OOM and PLE device mismatch during forward are distinct runtime problems." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Model load failure for a specific model is not the same as offline-mode breakage in `_patch_mistral_regex`." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT version bump have no common underlying bug." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Evaluation dtype mismatch is unrelated to ZeRO-3 gradient growth." + "reason": "StableLm missing pad_token_idx and init_empty_weights unexpected _is_hf_initialized arg are different config/init compatibility failures." } ] }, @@ -7490,290 +7602,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:15354", "issue:28218", + "issue:29159", "issue:29942", "issue:30333", - "issue:33357", - "issue:33666", + "issue:32090", "issue:34567", + "issue:38175", "issue:43065", "issue:43257", "issue:43278", "issue:43299", - "issue:43334", "issue:43504", "issue:43540", - "issue:43572", - "issue:43575", "issue:43606", - "issue:43646", "issue:43653", + "issue:43688", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", - "issue:43927", "issue:43994", "issue:44112", - "issue:44291", - "issue:44361", + "issue:44186", "issue:44423", - "issue:44464", - "issue:44466", "issue:44493", - "issue:44589", + "issue:44521", + "issue:44554", + "issue:44625", "issue:44734", "issue:44792", "issue:44964", - "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", "issue:45200", - "issue:45229", + "issue:45290", "issue:45405", + "issue:45446", "issue:45520", - "issue:45584", "issue:45588", + "issue:45701", "issue:45759", "issue:45823", "issue:46050", + "issue:46192", "issue:46285", - "issue:46369", - "issue:46424" + "issue:46365", + "issue:46369" ], "soft_pairs": [ - "issue:45200|issue:45229", - "issue:43540|issue:44977", - "issue:43646|issue:44466", - "issue:44464|issue:46424", - "issue:33357|issue:33666", - "issue:43334|issue:43572", - "issue:43824|issue:44589", - "issue:43257|issue:43299", - "issue:44589|issue:45520", - "issue:43927|issue:44361", - "issue:43504|issue:43606", - "issue:43334|issue:45759", - "issue:43278|issue:43701", - "issue:45229|issue:45823", - "issue:43575|issue:45405", - "issue:43572|issue:44291", "issue:44792|issue:45405", "issue:44493|issue:46285", + "issue:43257|issue:43299", "issue:43504|issue:43653", "issue:43606|issue:44112", - "issue:44464|issue:45584", - "issue:43994|issue:44493", - "issue:43873|issue:46050", + "issue:44625|issue:45759", + "issue:44554|issue:46365", + "issue:43688|issue:45701", "issue:45588|issue:46050", - "issue:43065|issue:46369", "issue:29942|issue:30333", "issue:44423|issue:44734", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:43688|issue:43873", "issue:28218|issue:34567", - "issue:43844|issue:44964" + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:43540|issue:45200", + "issue:43278|issue:43701", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44521|issue:45290", + "issue:44186|issue:46192" ], - "prepared_review_unit_hash": "7a5fe53595152d89b7446c86d6183ebfbd0b2447746b81219dc1a8921dc40bdf", + "prepared_review_unit_hash": "9cfce63c0fd367fd60a5cfb95eb57ab8cefa64bf60efa987547df74f710db158", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36341, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 27, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated issue reports. The soft pairs share broad themes (v5 regressions, multimodal/Qwen, device/offload, quantization, tokenizer/config) but not the same concrete bug or fix path, so none should be treated as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect superficially related transformer/model bugs, but they do not describe the same underlying defect or mergeable change. I would not merge any of the suggested soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate emerges from this set. If a representative issue is needed, issue 45701 is the broadest high-signal report, but the cluster spans many unrelated tokenizer, multimodal, quantization, serving, and training bugs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45701 is the closest thing to a cluster anchor because it is broad, open, and has multiple inbound references, but it should be treated only as a loose representative\u2014not as a true canonical duplicate for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "One is a Gemma4 token-id defaulting bug; the other is a Gemma4 multi-GPU CUDA OOM. Same model family, different failure mode and fix." + "reason": "Janus image-generation test failure vs PEFT version pin regression; unrelated symptoms and code paths." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Different Qwen models and different symptoms: video input validation vs flash-attention generation behavior." + "reason": "Unexpected position-id key warnings vs CLIP text model structure mismatch; different models and defects." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are v5 regressions, but one is custom model init and the other is tied-weight serialization differing by device. Not the same code-path bug." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers version/config regression; not the same bug." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Chunked generation inconsistency is unrelated to cache max length being honored only for quantized cache." + "reason": "BEiT legacy-field load failure vs BigBirdTokenizer special-token decode issue; unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Unrelated topics: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + "reason": "CPU offload device mismatch in bark-small vs a GraniteSpeech CI stale-test failure; not the same underlying problem." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Both mention missing config fields after v5, but one is Qwen3-VL pad_token_id and the other StableLmConfig pad_token_idx; different models and likely different fixes." + "reason": "Both are Qwen multimodal config issues, but one is num_labels propagation and the other is text_config unwrapping in AutoModelForCausalLM; distinct code paths." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Import error for a missing model class is unrelated to a Float8 storage lookup failure." + "reason": "MPS attention correctness bug vs inability to import Trainer due to datasets; unrelated." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is accelerate+deepspeed conversion and the other is model loading in dev. Not the same bug." + "reason": "Auxiliary-loss normalization in MoE models vs tokenizer behavior changing across transformers versions; different bugs." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Different low-level failures: Float8 storage object lookup vs Python 3.13 flash_attn import_utils KeyError." + "reason": "flash_attention s_aux=None crash vs sinq save/load quantization corruption; separate lifecycle and failure modes." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Saving/loading custom token IDs and MLuke task AttributeError are unrelated tokenizer issues." + "reason": "Flash Attention 2 test failures vs MLflow reporting when training fails; no shared defect." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Legacy field loading in Beit and CPU offload device mismatch in bark-small are separate bugs." + "reason": "Both touch serving/continuous batching, but one crashes on multimodal inputs and the other on KV-cache continuation indexing; not mergeable as one fix." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Both touch multimodal config handling, but one is missing pad_token_id and the other is from_config failing to unwrap text_config. Different concrete failure paths." + "reason": "Siglip2 nonsensical outputs vs position-id key warnings; unrelated." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to resume_from_checkpoint key mismatch." + "reason": "ZeRO-3 gradient growth vs failure to load Phi-4 multimodal; different problems." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Both are Gemma4 device-scale issues, but one is OOM and the other is a forward device mismatch. Not mergeable as one fix." + "reason": "Aux-loss normalization vs offloading with quantization; both MoE/quantization-adjacent but not the same bug." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Qwen2-57B TP OOM is unrelated to a dependency version bump for peft." + "reason": "Tokenizer adds an extra space after added token vs TrainerState num_input_tokens_seen not updating; related only at a broad tokenizer level." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Missing pad_token_idx after v5 and unexpected _is_hf_initialized argument during init_empty_weights are different initialization regressions." + "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "A janus image-generation test failure is unrelated to the PEFT version bump issue." + "reason": "Compilation of non-template nodes vs flash_attn import KeyError on Python 3.13; different subsystems." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Unexpected key with position id and CLIP text model structure drift are both serialization/structure topics, but not the same bug." + "reason": "MPS attention correctness issue vs flex_attention PyTorch version check bug; both in attention, but different concrete code paths." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in siglip2; unrelated." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "A real CPU-offload device mismatch does not match a stale CI test failure in GraniteSpeech." + "reason": "Sam3PixelDecoder dummy Conv2d vs memory overflow in sam3-litetext; same family, but different defects." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma 4 mm_token_type_ids defaulting bug; different multimodal issues." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Siglip2 nonsensical outputs via AutoModel/pipeline and unexpected position-id keys are not the same defect." + "reason": "BF16-to-FP32 embedding dtype drift vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior and sinq save/load breakage are related only at a broad level; different code paths and fixes." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Flash-attention sink-less crash and sinq persistence breakage are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:46369", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same underlying bug." + "reason": "Offloading with quantization vs broken sinq save/load; both quantization-related but clearly distinct bugs." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job status reporting are unrelated." + "reason": "Inference dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Both are serve/runtime crashes, but one is a multimodal .to() type error and the other is KV-cache continuation tensor indexing. Different fixes." + "reason": "Gemma4 mm_token_type_ids defaulting issue vs Gemma4 PLE device mismatch; different failure modes and fixes." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer extra-space behavior and TrainerState token counting are unrelated." + "reason": "All-zero assistant masks in apply_chat_template vs tool-call/no-content crash in apply_chat_template; same API, but different bugs." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different bugs with no shared concrete failure path." + "reason": "LayoutLMv2Tokenizer padding/NER crash vs return_tensors being ignored when text_kwargs is passed; different tokenizer behaviors." } ] }, @@ -7792,51 +7890,52 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:15354", - "issue:29159", - "issue:32090", + "issue:28218", + "issue:33357", "issue:37428", "issue:38175", "issue:39692", "issue:42490", "issue:43232", + "issue:43278", "issue:43295", + "issue:43334", "issue:43450", "issue:43493", - "issue:43540", + "issue:43525", + "issue:43526", "issue:43550", "issue:43572", - "issue:43582", + "issue:43575", + "issue:43653", "issue:43696", "issue:43701", "issue:43824", "issue:43844", + "issue:43856", "issue:43873", "issue:43950", "issue:43957", - "issue:44186", + "issue:43975", + "issue:44112", "issue:44466", - "issue:44521", "issue:44554", "issue:44610", "issue:44849", - "issue:44977", + "issue:44898", "issue:44987", - "issue:45072", - "issue:45084", "issue:45127", - "issue:45198", "issue:45200", - "issue:45290", + "issue:45325", "issue:45356", "issue:45381", "issue:45406", - "issue:45446", + "issue:45412", "issue:45520", "issue:45823", "issue:46121", @@ -7846,245 +7945,254 @@ "issue:46285" ], "soft_pairs": [ - "issue:42490|issue:43696", - "issue:29159|issue:32090", - "issue:45406|issue:46121", - "issue:45084|issue:45520", - "issue:44554|issue:45446", - "issue:43582|issue:44977", - "issue:15354|issue:38175", - "issue:43540|issue:45200", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:43493|issue:43701", - "issue:44521|issue:45290", - "issue:37428|issue:43957", "issue:43232|issue:44849", - "issue:44186|issue:46192", + "issue:43493|issue:43701", + "issue:28218|issue:33357", "issue:45823|issue:46192", + "issue:45406|issue:46121", "issue:43295|issue:43450", "issue:43295|issue:44610", - "issue:45381|issue:46209", "issue:43295|issue:43873", - "issue:44554|issue:45356", "issue:39692|issue:46192", + "issue:44554|issue:45356", "issue:43572|issue:44987", - "issue:45520|issue:46178", "issue:43572|issue:43957", "issue:43550|issue:43844", "issue:44466|issue:45127", - "issue:37428|issue:43824", - "issue:43950|issue:46285" + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45381|issue:46209", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:43295|issue:43493" ], - "prepared_review_unit_hash": "fe0ef5677431d33bbb91e03702472eb6eba3a1631232d5a0a30f78d58e11be20", + "prepared_review_unit_hash": "638a9580c68947e0d1f20b92144c8a1c586de0c886faf546b627b9241063b1e4", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36117, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not duplicates of one another; they span unrelated bugs across tokenizers, generation, model loading, video processing, quantization, and backend/import errors. The soft-similarity matches are mostly keyword overlap rather than the same underlying defect.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this set: the issues describe different code paths and failure modes, so selecting one would misrepresent the cluster.", + "summary": "This cluster is mostly heterogeneous and the soft links are largely false positives. The only pair that looks like the same underlying bug is the SigLIP2 correctness reports; everything else spans distinct models, configs, or code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43493 is the broader/root-cause SigLIP2 report; issue:38175 looks like a more specific symptom of the same implementation mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate is suitable as a cluster representative because the set is heterogeneous and lacks a shared underlying bug/change.", + "best_issue_reason": "issue:43493 is the best representative because it states the general SigLIP2 discrepancy clearly and can subsume the more symptom-specific zero-probability report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Local-path import warning vs CUDA out-of-memory on GPT-oss; unrelated failures." + "reason": "Both are generation/model behavior bugs, but they affect different code paths and model families; no concrete shared defect." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer behavior mismatch vs Trainer GPU broadcast NoneType error; different subsystems." + "reason": "SigLIP2 implementation mismatch vs. checkpoint resume key mismatch are unrelated failures." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Gemma4Processor `_tokenizer` attribute crash vs rope-validation list type error; unrelated." + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are unrelated." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Template-node compile error vs flash_attn import backend KeyError; different issues." + "reason": "Device mismatch during forward vs. return_tensors being ignored are different processor/model issues." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "MPS attention correctness bug vs PyTorch version check bug in flex_attention; not the same bug." + "reason": "Gemma4Processor attribute error and rope-validation TypeError are unrelated." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + "reason": "Processor/tokenizer regression vs. batched video shape bug are different behaviors." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "TorchScript GeneratorExp export problem vs unexpected zero probabilities in SigLIP2; unrelated." + "reason": "Custom processor API regression and OmDet input-size mismatch are unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Video input processing ValueError vs Gemma4 multimodal token-type defaulting; different code paths." + "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same defect." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "Documentation/example errors are not the same bug as return_tensors handling." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Missing mm_token_type_ids default vs PLE device mismatch in forward; not the same defect." + "reason": "MPS attention correctness and Kimi tokenizer regression are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Missing config field after v5 update vs. model loading failure for a specific repo are not the same bug." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other is tool-call/no-content crash; different bugs." + "reason": "Both involve loading, but one is a missing config attribute and the other is meta-device loading breakage." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Flash-attention import symbol error vs meta-device loading regression; unrelated loading issues." + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training/runtime problems." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 output_hidden_states bug; different generation paths." + "reason": "Serialization of tied weights is unrelated to LoRA merge collapse." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding vs return_tensors being ignored when text_kwargs is passed; different tokenizer bugs." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Gemma4 device mismatch in forward vs return_tensors argument handling; unrelated." + "reason": "Non-persistent buffer corruption is not the same as CLIPTextModel structure inconsistency." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Processor.tokenizer regression in custom code vs batched video processor shape bug; different models and failures." + "reason": "Qwen2.5-VL position-id bug and FP8/B200 inference failure are unrelated." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Processor/tokenizer regression vs OmDet-Turbo processor size mismatch; unrelated." + "reason": "Both are import/backend mapping issues, but they target different missing backend entries and look like separate bugs." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Qwen2.5-VL video position ids bug vs FP8 inference failure on B200; unrelated." + "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading behavior; not the same issue." + "reason": "Gemma4 text-only mm_token_type_ids issue and Qwen2.5-VL temporal position scaling bug are different code paths." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "MPS attention correctness issue vs Kimi-K2.5 tokenizer regression; unrelated." + "reason": "Flash-attention import failure and meta-device loading regression are unrelated." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "SigLIP2 documentation/example errors vs return_tensors being ignored; docs and API behavior mismatch, not the same bug." + "reason": "Both are missing pad_token_id errors, but for different model configs and likely separate regressions." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs model loading failure for physical-intelligence/fast; unrelated." + "reason": "Missing Qwen2.5-VL export and DeepSeek detokenization bug are unrelated." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness discrepancies; 38175's zero probabilities look like a symptom of the broader HF-vs-JAX implementation mismatch in 43493." + }, + { + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 vs tensorflow_text backend mapping error; different import paths." + "reason": "Local-path import warning and GPT-oss OOM are unrelated." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs meta-device model loading breakage; unrelated." + "reason": "Dtype drift between train/eval and MoE memory usage are not the same defect." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA bug vs gradient inflation under ZeRO-3; different training/runtime problems." + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test issue are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Serialization of tied lm_head weights vs LoRA merge collapse with extended vocab; superficially about weights, but different failure modes." + "reason": "BEiT label reduction bug and return_tensors handling are unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Different import failures: flash_attention_utils symbol missing vs Qwen2.5-VL class not exported." + "reason": "Repeated pair; still unrelated." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained vs CLIP text model structure inconsistency; unrelated regressions." + "reason": "Custom processor regression and SigLIP2 numerical discrepancy are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only soft link that is reasonably supported by the issue titles is the SigLIP2 pair (38175/43493); the rest look like distinct models/code paths, so the false verdicts are cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8096,286 +8204,293 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:28218", - "issue:35141", + "issue:37428", "issue:38175", "issue:41720", - "issue:42490", "issue:42915", "issue:43262", - "issue:43278", - "issue:43334", - "issue:43388", + "issue:43335", + "issue:43425", "issue:43450", - "issue:43493", - "issue:43525", - "issue:43526", - "issue:43575", + "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:44351", "issue:44442", + "issue:44448", "issue:44514", "issue:44521", "issue:44561", "issue:44610", + "issue:44743", "issue:44792", + "issue:44855", "issue:44857", - "issue:44898", "issue:45083", + "issue:45127", "issue:45198", "issue:45200", + "issue:45245", "issue:45290", - "issue:45325", "issue:45412", "issue:45520", "issue:45563", "issue:45584", + "issue:45588", + "issue:45593", "issue:45759", "issue:46170", - "issue:46192", "issue:46209", "issue:46234", "issue:46285", - "issue:46326" + "issue:46326", + "issue:46402" ], "soft_pairs": [ - "issue:44898|issue:45412", - "issue:43450|issue:43575", - "issue:45200|issue:45325", - "issue:42490|issue:43493", - "issue:43334|issue:43525", - "issue:43388|issue:43526", "issue:42915|issue:43824", - "issue:44792|issue:45563", - "issue:43824|issue:43975", - "issue:38175|issue:43493", - "issue:28218|issue:35141", - "issue:41720|issue:46209", - "issue:43278|issue:43856", - "issue:43526|issue:46192", - "issue:43653|issue:44112", "issue:44442|issue:45198", + "issue:37428|issue:43824", "issue:43262|issue:43450", "issue:38175|issue:45412", "issue:45520|issue:46170", "issue:45290|issue:46326", - "issue:45759|issue:46285", "issue:44610|issue:44857", + "issue:45759|issue:46285", "issue:44561|issue:46234", "issue:43819|issue:44112", "issue:44514|issue:44521", - "issue:44206|issue:45584", "issue:43827|issue:43901", - "issue:43819|issue:45083" + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351" ], - "prepared_review_unit_hash": "6ab3ade510014d84db88412c7830e43e8747b498ae2faa55fc5b29148701177e", + "prepared_review_unit_hash": "bc94a820f218be866ffe22e417eb660909a91fc642143cf062c55ce468fa3892", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36300, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 29, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenizers, multimodal chat templates, model configs, processors, and training/runtime edge cases. The soft-similarity links all look like false positives; the closest thing to a representative anchor is the active multimodal chat_template bug (#44521), but it does not unify the rest of the set.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 44521 is the strongest representative anchor: it has the most engagement/references and is a concrete, active multimodal chat_template bug. That said, the surrounding items are largely unrelated, so it should only serve as a loose anchor, not a duplicate bucket for the whole cluster.", + "summary": "These items are mostly unrelated issue reports, so none of the suggested soft pairs look like true duplicates. I picked the open multimodal chat-template bug as the best representative issue, but there is no PR in this set.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, user-facing, and has a detailed repro around multimodal chat templating with clear downstream impact.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the most suitable global issue anchor because it is substantive, currently open, and has the highest signal for user impact within this mixed set. It is still only a representative issue, not a true canonical duplicate target for the others.", + "best_issue_reason": "issue:44521 is the most actionable and broadly relevant issue in the set, with active discussion and a concrete regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Different subsystems and symptoms: Perceiver interpolation failure vs RT-DETR memory release leak." + "reason": "Both are import/model-loading failures, but they concern different symbols and different model paths (Qwen3Moe FP8 config vs Qwen2_5_VL import)." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Video processor shape bug and Qwen2 large-model OOM are unrelated runtime issues." + "reason": "Different models and different failure modes: AutoTokenizer loading FastSpeech2ConformerTokenizer vs save_pretrained/tokenization failure on Wav2Vec2." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Gemma 4 token-type defaults vs Qwen2.5-VL temporal position_id scaling are distinct bugs." + "reason": "Both are ImportError reports, but for different missing exports and unrelated code paths." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Import warning for local-path loading is unrelated to SigLIP2 implementation discrepancy." + "reason": "Audio chat-template sampling-rate defaulting and batched video output shapes are separate processor bugs." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both mention pad_token_id, but they involve different model/config classes and likely different fixes." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated symptoms in different subsystems." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Metric-gathering tuple handling and Beit label reduction are separate data-processing bugs." + "reason": "One is a Python 3.13 import_utils flash-attn key issue; the other is a Windows ROCm torch.distributed dependency problem." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different code paths." + "reason": "Both involve chat templating, but one is a tokenize=True crash with tool-call messages and the other is continue_final_message handling for mistral_common tokenizers." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Janus image-generation test failure and stale paged-generate warning are not the same bug." + "reason": "Processor input-size mismatch and AMP loss crash are different bugs in different model families." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "ImportError for a missing class and DeepSeek detokenization regression are unrelated." + "reason": "Different composite-model issues: from_config text_config unwrapping vs CLIP class structure inconsistency." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Same model family, but zero probabilities vs HF/JAX discrepancy are not clearly the same concrete defect." + "reason": "Both mention import_utils availability helpers, but they are distinct APIs with different missing/removal contexts." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + "reason": "DAC latent forwarding mismatch and GraniteSpeech CI device override failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different hardware/model failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + "reason": "Both touch apply_chat_template for multimodal inputs, but one is a padding=False batched crash and the other is all-zero assistant masks; not the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Dtype drift in evaluate is not the same as Qwen3 MoE memory usage during training." + "reason": "Both are docs regressions, but they refer to different documentation sections and different behavior mismatches." }, { - "left": "issue:43526", - "right": "issue:46192", - "accept": false, - "reason": "Label reduction bug and return_tensors being ignored are different API mistakes." + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware failures: auto device mapping cudaErrorAssert on A800 vs FP8 inference on B200." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-test failure are unrelated." + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are different problems." + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different detection-model bugs." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are not the same code-path problem." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43611", + "right": "issue:46402", "accept": false, - "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are unrelated." + "reason": "Loading breakage from base_model_prefix changes is distinct from Sam3Model text encoder weights not loading." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Python 3.13 flash_attn import-key handling and Windows ROCm torch.distributed dependency issues are distinct." + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs empty transcription after align_special_tokens." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Both are chat-template related, but one is tool-call/no-content tokenization and the other is continue_final_message behavior; not the same bug." + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length behavior are unrelated." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different architectural issues." + "reason": "Missing private import and Torch 2.10 incompatibility are different failure classes." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Processor input-size mismatch and AMP/CUDA loss crash are not the same underlying defect." + "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same bug." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils regressions." + "reason": "Pegasus output differences across versions and recurrent-state reset in modular_qwen3_5.py are separate model bugs." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "DAC from_latents/STE mismatch is unrelated to the GraniteSpeech CI device override test." + "reason": "SwitchTransformers sparse-layer misconfiguration and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Both touch apply_chat_template in multimodal Qwen2.5-VL, but one is a batching crash and the other is all-zero assistant masks; not enough evidence they are the same bug." + "reason": "Gemma 4 mm_token_type_ids handling and flash_attention.py s_aux=None crash affect different components." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated." + "reason": "LoRA merge collapse with extended vocab and a category-cardinality runtime limit are unrelated." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are docs regressions, but they concern different API removals and should not be merged." + "reason": "Bamba SDPA compile failure and GraniteSpeech stale CI test are not the same underlying problem." }, { - "left": "issue:43819", + "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DAC latents mismatch and qwen3_omni_moe helper-length behavior are unrelated code paths." + "reason": "Python 3.13 DebertaV2Model import parsing and qwen3_omni_moe feature extraction helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are ImportError reports, but for different missing exports and different affected code paths." } ] }, @@ -8394,47 +8509,46 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:28218", "issue:29127", "issue:29942", "issue:32090", "issue:34689", "issue:35141", - "issue:37428", + "issue:38175", "issue:39692", "issue:42490", "issue:43278", "issue:43335", - "issue:43425", + "issue:43388", "issue:43504", "issue:43526", "issue:43550", + "issue:43575", "issue:43606", - "issue:43611", - "issue:43653", + "issue:43701", "issue:43720", "issue:43819", "issue:43825", "issue:43854", "issue:44112", "issue:44206", - "issue:44351", "issue:44360", "issue:44448", "issue:44493", "issue:44561", - "issue:44743", "issue:44779", "issue:44855", "issue:44857", + "issue:44977", + "issue:45072", "issue:45083", - "issue:45127", - "issue:45200", - "issue:45245", + "issue:45229", "issue:45290", "issue:45310", "issue:45381", @@ -8444,258 +8558,271 @@ "issue:45593", "issue:45823", "issue:45859", + "issue:45920", + "issue:46192", "issue:46234", - "issue:46402" + "issue:46399" ], "soft_pairs": [ - "issue:44857|issue:45593", - "issue:43335|issue:43550", - "issue:43611|issue:46402", - "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:29942|issue:32090", - "issue:44448|issue:44743", - "issue:43335|issue:43653", - "issue:45200|issue:45588", - "issue:45127|issue:45245", - "issue:43550|issue:44112", - "issue:44855|issue:45083", - "issue:37428|issue:44351", - "issue:43819|issue:44493", "issue:43335|issue:43504", + "issue:43819|issue:44493", "issue:43278|issue:43825", + "issue:29942|issue:32090", "issue:44206|issue:45823", - "issue:29127|issue:32090", "issue:39692|issue:43526", "issue:45588|issue:45859", "issue:45290|issue:45381", + "issue:43388|issue:43526", "issue:43335|issue:45083", "issue:43720|issue:44112", "issue:45459|issue:46234", - "issue:44448|issue:44779", "issue:45310|issue:45478", "issue:43335|issue:44112", "issue:39692|issue:44493", "issue:43335|issue:45593", - "issue:34689|issue:35141", - "issue:42490|issue:43854", + "issue:44448|issue:44779", + "issue:28218|issue:35141", "issue:43606|issue:44857", - "issue:44360|issue:44561" + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:34689|issue:35141", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:44448|issue:44977", + "issue:44977|issue:45229", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575" ], - "prepared_review_unit_hash": "8a5fa7d97a2d62b4d0ef9702e03135f880efb486924f1a0e31a1940f63016b64", + "prepared_review_unit_hash": "a8a6f0305ee88871626f24c41ae4984eae44bf323dbb82f5ae6f8a1b87a90c95", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37210, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37429, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues spanning different models, regressions, and feature areas. Only one soft edge looks like a true duplicate: the two reports of the same Qwen3.5 MoE from_pretrained regression in transformers>=5.4.0.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it matches issue:45478 exactly on the same Qwen3.5 Moe from_pretrained error in transformers>=5.4.0, and it is the earlier report.", + "summary": "This set is mostly a grab-bag of unrelated model-specific regressions and feature bugs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained error reports; the rest are too semantically distant to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the best canonical for the only exact duplicate pair because it is the earlier report and 45478 repeats the same Qwen3.5 MoE from_pretrained failure verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative for the cluster because it is an exact duplicate pair with issue:45478 and has the cleaner, earlier bug report.", + "best_issue_reason": "issue:45920 is the strongest cluster-wide representative because it describes a broad v5 tokenizer regression affecting multiple models and is more central than the many isolated, unrelated bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Both are model/loss failures, but they describe different code paths and failure modes: AMP/CUDA crash vs missing auxiliary losses when denoising is off." + "reason": "Different bugs: SwitchTransformers sparse-layer config vs BEiT semantic-segmentation legacy-field loading failure." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Different models and bugs: a SwitchTransformers config edge case versus Bamba torch.compile+SDPA failure." + "reason": "Different code paths and symptoms: DAC latent reconstruction mismatch vs position-id key warnings." }, { - "left": "issue:43611", - "right": "issue:46402", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both concern loading, but one is a base_model_prefix regression and the other is Sam3 text encoder weights not loading; not the same bug." + "reason": "Embedding dtype regression vs pipeline error-message wording; not the same underlying bug." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Different underlying problems: CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper function behavior issue." + "reason": "Flash Attention 2 CI failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "One is a missing import symbol, the other is a broad Torch 2.10 incompatibility; related theme, not the same defect." + "reason": "Different subsystems: feature extractor center-arg crash vs Gemma4 PLE device-map mismatch." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Flash Attention test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Docs example/model-processor mismatch is unrelated to BEiT image-processor reduce_labels behavior." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Both are output/behavior regressions, but they involve different models and different logic paths." + "reason": "Both are MoE/flash-attention adjacent, but one is an s_aux=None crash and the other is a CPU-offload rotary-embedding issue; not the same bug." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "SwitchTransformers sparse layer creation and BigBirdTokenizer special-token decode are unrelated bugs." + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids regression are distinct failures." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Different components and symptoms: Gemma4 mm_token_type_ids defaulting versus flash_attention.py crashing on s_aux=None." + "reason": "Both involve labels, but one is gather_for_metrics batch truncation and the other is BeitImageProcessorFast reduce_labels returning one label." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "LoRA/tied embeddings collapse and category-count overflow are distinct issues." + "reason": "Separate model/config bugs in different architectures; no shared failing code path." }, { - "left": "issue:43550", + "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Bamba compile/SDPA failure and a GraniteSpeech CI test stale device override are not the same bug." + "reason": "Packed-weight loading bug vs stale GraniteSpeech CI override test; not duplicates." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Python 3.13 import/IndentationError in DebertaV2Model versus qwen3_omni_moe length helper behavior; unrelated." + "reason": "Import-error masking in tokenizer loading vs missing import_utils symbol; different issues." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports: same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Both are import-related, but the missing _flash_supports_window_size symbol is not the same as missing HybridCache." + "reason": "Unrelated SwitchTransformers config issue and GraniteSpeech CI failure." }, { - "left": "issue:43819", + "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents mismatch and unexpected position id keys are different functional regressions." + "reason": "SigLIP2 docs example errors are unrelated to unexpected position-id keys." }, { "left": "issue:43335", - "right": "issue:43504", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Beit pretrained legacy-field loading are unrelated." + "reason": "Sparse-layer creation bug vs D-FINE auxiliary-loss behavior; different models and symptoms." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Embedding dtype drift during evaluate and pipeline translation-support messaging are different issues." + "reason": "Different tokenizer/model regressions affecting different stacks; not mergeable as one fix." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + "reason": "Extra-space tokenizer behavior and embedding reinitialization after resize are unrelated." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Error-message clarity for layoutlmv3 boxes is not the same as the Trainer broadcast NoneType crash." + "reason": "CPU offload device mismatch and AMP float16 loss crash are different failures." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Documentation example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Trailing-slash local-path warning is unrelated to GLM-4.7 test-loading failure." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both touch flash/offload behavior, but one is an AttributeError on s_aux=None and the other is CPU offload incompatibility in a rotary embedding." + "reason": "DSA indexer/ReLU discussion does not match the v5 is_torch_fx_available removal breakage." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL vision_position_ids issue are different bugs." + "reason": "Different dtype-related bugs in different code paths; no single concrete fix." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." + "reason": "Zero-probability outputs and unexpected position-id keys are separate model issues." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech CI device override are not the same failure." + "reason": "Llama 3.2 vision loading regression and embedding resize/post_init reinit are unrelated." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenizers, but one is wrong token IDs across models and the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer error handling with protobuf missing and a missing import_utils availability helper are unrelated." + "reason": "Checkpoint key mismatch and qwen3_omni_moe helper behavior are unrelated." }, { "left": "issue:44448", - "right": "issue:44779", + "right": "issue:44977", "accept": false, - "reason": "Different model families and different regressions: Pegasus output drift vs Deepseek tokenizer correctness." + "reason": "Pegasus v4/v5 output divergence is not the same bug as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same reported bug: transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problem vs CUDA OOM during multi-GPU inference are different underlying issues." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale-device CI failure are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are unrelated." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash unit-test load failure are different issues." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "CPU offload device mismatch in bark-small and LwDetrImageLoss AMP crash are unrelated." + "reason": "Both mention decorator/script-related failures, but one is a Python 3.13 import/IndentationError and the other is a Qwen3.5 kernel registration ValueError; not the same fix." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." + "reason": "Trailing-slash import warning and tp OOM on Qwen2-57B are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are the only clearly exact duplicate pair, and choosing the earlier 45310 as canonical is supported. The remaining soft-edge verdicts are conservative and stay within what can be inferred from the titles; no pair is overstated as a duplicate or same bug." + "feedback": "The summary is well grounded in the packet, and the soft-edge rejections stay conservative. The only minor stretch is the word \"verbatim\" for the duplicate Qwen3.5 MoE reports, but the identical titles and high similarity make the duplicate call reasonable." }, "evaluator_used": true, "retried": false, @@ -8711,292 +8838,286 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:10000", - "issue:15354", + "issue:25251", "issue:27957", - "issue:28218", + "issue:28282", + "issue:29127", "issue:29942", "issue:32090", "issue:33357", + "issue:34567", "issue:34689", "issue:35141", + "issue:36010", "issue:37428", - "issue:38175", + "issue:39692", "issue:40444", - "issue:41720", - "issue:42490", + "issue:43065", "issue:43278", - "issue:43329", "issue:43381", + "issue:43412", "issue:43526", - "issue:43550", - "issue:43575", - "issue:43701", + "issue:43611", + "issue:43653", "issue:43746", - "issue:43873", "issue:43927", + "issue:44186", + "issue:44361", "issue:44448", "issue:44466", - "issue:44493", "issue:44561", "issue:44568", + "issue:44743", "issue:44779", - "issue:44855", "issue:44857", + "issue:44871", "issue:44977", - "issue:44987", - "issue:45072", - "issue:45083", - "issue:45229", + "issue:45198", + "issue:45245", "issue:45372", + "issue:45412", + "issue:45459", "issue:45491", "issue:45563", "issue:45588", "issue:45698", + "issue:45712", + "issue:45803", "issue:45823", - "issue:45920", - "issue:46192", - "issue:46209", - "issue:46399" + "issue:46121", + "issue:46209" ], "soft_pairs": [ - "issue:45920|issue:46192", - "issue:44857|issue:45072", - "issue:38175|issue:44493", - "issue:28218|issue:32090", "issue:40444|issue:43526", - "issue:44448|issue:44977", - "issue:43701|issue:45083", - "issue:44977|issue:45229", - "issue:43746|issue:46209", - "issue:32090|issue:33357", - "issue:29942|issue:35141", - "issue:43550|issue:45083", - "issue:44855|issue:46399", - "issue:42490|issue:43575", "issue:43927|issue:45698", - "issue:44561|issue:44779", - "issue:10000|issue:15354", - "issue:37428|issue:44987", + "issue:29942|issue:35141", "issue:27957|issue:34689", - "issue:43278|issue:43329", - "issue:43873|issue:45229", + "issue:44561|issue:44779", "issue:44857|issue:45588", - "issue:41720|issue:45229", "issue:44568|issue:45491", + "issue:28282|issue:33357", "issue:44977|issue:45563", "issue:43278|issue:43381", + "issue:43746|issue:46209", "issue:45372|issue:45588", + "issue:36010|issue:37428", "issue:45588|issue:45823", - "issue:44448|issue:44466" + "issue:43412|issue:45588", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44361|issue:45198", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "05164501a961d68bd153844bbeacc4a381cde8e39d93a96db2f154afcb2ee06d", + "prepared_review_unit_hash": "b365a13d09716ac60ef147f53ecc18c82405dec204bd6c1f82208b07f6800a9a", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36048, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the items span many unrelated bugs, regressions, and model-specific failures. The soft-similarity pairs mostly share buzzwords or subsystems, but they describe different code paths and symptoms, so none should be merged as duplicates.", + "summary": "These items do not form a true duplicate cluster; the soft-similarity pairs are mostly broad theme overlaps (tokenizers, flash-attention, save/load) rather than the same underlying bug. No PRs are present.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the candidate pairs are only textually similar, not the same underlying bug.", + "canonical_issue_reason": "issue:45698 is the broadest, clearest core regression in the set: a concrete `from_pretrained` / `save_pretrained` loading bug with custom modules and strong downstream impact.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the strongest standalone issue to use as a representative report: it describes a broad, reproducible tokenizer regression affecting multiple models and has inbound references.", + "best_issue_reason": "issue:45698 is also the best standalone issue because it is actionable, high-impact, and describes a reproducible core loading path failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Tokenizer ID regression across many models vs. `return_tensors` being ignored when `text_kwargs` is passed; different API behaviors and failure modes." - }, - { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "`LwDetrImageLoss` fp16/CUDA crash vs dtype mismatches in `SwitchTransformers`/`TimmWrapperModel` bfloat16 inference; unrelated modules." + "reason": "Different subsystems and failure modes: Qwen2.5-VL finetuning with iterable datasets vs BEiT fast image processor label reduction." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "`siglip2` zero probabilities vs unexpected position-id key warnings across models; different symptom and likely cause." + "reason": "Both involve save/load, but one is custom token IDs in config and the other is wrong custom module selection; not the same bug." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space bug vs Trainer `_gpu_broadcast_one` NoneType error; unrelated code paths." + "reason": "Unrelated regressions: Flash Attention 2 test failures vs embedding reinitialization after resize with untied weights." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs `BeitImageProcessorFast.reduce_labels` returning one label; different subsystems." + "reason": "Different models and issues: XLM-RoBERTa flash-attention support vs Llama 3.2 Vision model loading regression." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output difference vs Qwen3.5 flash-attention generation crash; different model families and bugs." + "reason": "One is a removed helper breaking trust-remote-code models; the other is a tokenizer correctness regression for DeepSeek." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Checkpoint key mismatch on resume vs qwen3_omni_moe feature-length helper bug; unrelated behaviors." + "reason": "Different code paths: AMP/CUDA crash in LwDetrImageLoss vs flash_attention integration crashing on `s_aux=None`." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Flash-attention generation failure vs Gemma4 multi-GPU CUDA OOM; different failure modes and code paths." + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "PEFT local checkpoint load failure vs FP8 inference on B200; no shared underlying defect." + "reason": "ImportError about missing PyTorch vs MacOS bus error in a CLIP community model; not the same failure." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "`_gpu_broadcast_one` NoneType TypeError vs MacOS bus error with a CLIP model; different platforms and root causes." + "reason": "Both mention generation, but one is flash-attention correctness and the other is a stale warning about `num_return_sequences`." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Flash Attention 2 test failures vs token-embedding resize reinitializing output embeddings; separate bugs." + "reason": "Eval-mode dtype drift and gradient checkpointing in eval are different issues, not one underlying bug." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs qwen3_omni_moe helper-function bug; unrelated model/runtime issues." + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated model/runtime problems." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Python 3.13 `@torch.jit.script` parsing/IndentationError vs missing decorator causing Qwen3.5 rotary registration error; superficially script-related but not the same bug." + "reason": "Processor import failure from `mistral_common` is unrelated to `flash_attention.py` crashing on sink-less models." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Import warning for local paths with trailing slash vs OOM loading `Qwen2-57B-A14B-Instruct` with tensor parallelism; different problem class." + "reason": "Both are import errors, but they concern different missing symbols in different modules and different regressions." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after `save_pretrained`; both involve serialization, but they affect different mechanisms." + "reason": "A flash-attention crash on `s_aux=None` is not the same as a device-map forward mismatch in Gemma4 PLE." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking `trust_remote_code` vs Deepseek tokenizer regression in v5; unrelated API and tokenizer issues." + "reason": "Executorch export/training-guard issues are unrelated to a flash-attention integration AttributeError." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "German DistilBertModel issue vs GeneratorExp not supported by `torch.jit.script` while exporting ViT; no common underlying bug." + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; different bugs." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Missing `_flash_supports_window_size` import vs failure loading `physical-intelligence/fast`; different import/runtime causes." + "reason": "Pipeline `top_k` nesting behavior and Trainer broadcast `NoneType` failure are unrelated." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs model loading broken for Llama 3.2 90B Vision Instruct; different models and symptoms." + "reason": "Wav2Vec2 save/tokenization failure is not the same as Fuyu's bare-except error handling bug." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Embedding dtype changes from BF16 to FP32 in eval vs undefined helper names in video token counting; unrelated bugs." + "reason": "Tokenizer special-token registration and recurrent-state reset in modular Qwen3.5 are different code paths." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Quantization offloading not working as expected vs Gemma4 multi-GPU OOM; both memory-related, but not the same defect." + "reason": "Category-count runtime limit and stale generation warning do not describe the same underlying defect." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "`LwDetrImageLoss` fp16/CUDA crash vs `flash_attention.py` crashing on `s_aux=None`; distinct code paths." + "reason": "Different tokenizer/model bugs with different symptoms and code paths." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Qwen3 auto device mapping `cudaErrorAssert` vs Gemma4 multi-GPU OOM; different model-specific failures." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer failing to add BOS/EOS with `add_special_tokens=True` vs Gemma3 NaN embeddings from sliding-window attention; tokenizer vs attention bug." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are distinct from Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Flash-attention generation crash vs stale `num_return_sequences` warning in paged generate; not the same bug." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated issues." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Embedding dtype regression vs gradient checkpointing being disallowed in eval mode; unrelated behavior." + "reason": "MacOS bus error in a CLIP model and SigLIP2 docs example errors are not the same bug." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "`ReasoningEffort` import failure for Gemma 4 processor loading vs `flash_attention.py` AttributeError on `s_aux=None`; different subsystems." + "reason": "Gemma3 eos-token config inconsistency is unrelated to Qwen3.5 flash-attention generation failures." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "`flash_attention.py` `s_aux=None` crash vs Gemma4 PLE device mismatch with `device_map='auto'`; distinct bugs." + "reason": "Base model prefix loading regression and rope validation TypeError are different loader/config bugs." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Pegasus v4/v5 output differences vs device-dependent `lm_head.weight` serialization; both version-related, but not the same concrete issue." + "reason": "Tokenizer error masking with protobuf absent is unrelated to leftover dummy classes leaking into `dir(transformers)`." } ] }, @@ -9015,300 +9136,320 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:25251", - "issue:29127", + "issue:10000", + "issue:15354", + "issue:27957", "issue:29942", "issue:30064", "issue:32090", - "issue:33290", "issue:33357", - "issue:34567", - "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", "issue:43278", + "issue:43329", "issue:43381", - "issue:43412", + "issue:43421", + "issue:43526", "issue:43575", - "issue:43611", "issue:43653", "issue:43701", "issue:43756", + "issue:43761", "issue:43873", "issue:43976", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44361", + "issue:44387", "issue:44442", "issue:44462", "issue:44479", - "issue:44743", - "issue:44871", - "issue:44977", + "issue:44734", + "issue:44857", "issue:45198", - "issue:45245", + "issue:45229", "issue:45372", "issue:45406", "issue:45412", "issue:45440", "issue:45459", - "issue:45563", - "issue:45588", - "issue:45712", - "issue:45803", - "issue:46121", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", "issue:46369" ], "soft_pairs": [ - "issue:43976|issue:45440", - "issue:45372|issue:45406", - "issue:43412|issue:45588", - "issue:25251|issue:32090", - "issue:45198|issue:45803", - "issue:43653|issue:44743", - "issue:45245|issue:45563", - "issue:32090|issue:33290", - "issue:42490|issue:43873", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:33357|issue:39692", - "issue:29127|issue:34567", - "issue:43065|issue:45412", - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:43611|issue:46121", - "issue:44871|issue:44977", - "issue:43066|issue:44462", - "issue:45459|issue:45712", "issue:42915|issue:42994", + "issue:43976|issue:45440", "issue:43278|issue:43575", + "issue:43066|issue:44462", "issue:45412|issue:46369", + "issue:44206|issue:44479", + "issue:10000|issue:15354", "issue:29942|issue:30064", "issue:45372|issue:45459", "issue:43994|issue:45412", + "issue:42490|issue:43873", "issue:44265|issue:45198", "issue:43381|issue:43701", "issue:43653|issue:44442", - "issue:43756|issue:45440" + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:27957|issue:29942", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:43526|issue:45834", + "issue:43278|issue:43329", + "issue:45372|issue:45406", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:43526|issue:44186", + "issue:43575|issue:44387", + "issue:27957|issue:33357", + "issue:43526|issue:44857", + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "2cb5259acb03ecfbc896aad9a09b3bb16291ae191eadd5e0d329d3b3bb325cdd", + "prepared_review_unit_hash": "af87823f87591cbf14aecb9f1ec29e4a3b48a4ec7a5384cf89d9918dff705229", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36616, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue candidates. Several share broad themes like Gemma, tokenizer, quantization, or memory behavior, but none of the soft pairs look like the same concrete bug/change.", + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad themes like tokenization, quantization, or GPU failures, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates. If a representative issue is needed, the most central/active standalone report is the quantization/offloading OOM issue 43873, but this is not a true duplicate cluster.", "confidence": 0.82, - "canonical_issue_reason": "Issue 43873 is the broadest and most active representative in the set (open, multiple inbound refs, substantial discussion) even though there is no clear duplicate issue to canonize against.", + "canonical_issue_reason": "Issue 43873 is the most active and broadly scoped standalone bug in the set, with multiple inbound references and discussion. It is the best representative issue only in a loose triage sense, not because it duplicates the others.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the strongest global representative because it has the most discussion and a broadly actionable runtime/quantization scope.", + "best_issue_reason": "Issue 43873 is the strongest single issue to keep as a reference point because it is active, user-facing, and has the most cross-issue attention. The rest of the items are too diverse to serve as one duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8Config model-load failure and the other is a quantized model saving failure. Different code paths and failure modes." + }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Different problems: Python/version compatibility vs a DeepSeekV3MoE implementation divergence." + "reason": "Unrelated bugs: Python version compatibility versus a model-implementation divergence for DeepSeekV3. No shared underlying defect." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Both involve Gemma 4, but one is an ImportError during processor loading and the other is a serve-time AttributeError for a missing tokenizer field." + "reason": "One is a dtype mismatch during evaluate; the other is a tensor-parallel OOM while loading a specific model. Same general memory area, different bug." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Unrelated code paths: executorch export vs flash_attention integration crashing on sink-less models." + "reason": "Both are tokenizer loading issues, but one is a wrong decoder type in v5 and the other ignores tokenizer.json from the repo. Distinct root causes." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer NoneType broadcast failures." + "reason": "Both are memory-related, but one is a deletion/GC leak in RT-DETR and the other is overflow when calling sam3-litetext. Different models and mechanisms." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Both touch input processing, but one is save/tokenization failure in Wav2Vec2 and the other is a bare-except bug swallowing errors in Fuyu tensor conversion." + "reason": "Feature extractor argument regression versus a video-input regression in Qwen VL models. Not the same failing code path." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "BigBird tokenizer special-token decode bug is unrelated to Qwen recurrent-state caching behavior." + "reason": "Completely unrelated: a DistilBERT issue versus a torch.jit.script GeneratorExp/export problem for ViT." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Categories-limit RuntimeError and stale generate warning are different issues with no shared failure path." + "reason": "FlashAttention 2 test failures and void segmentation-map processing are unrelated bugs despite both being test/vision adjacent." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both are import-time/tokenizer-loading failures, but one is a missing ReasoningEffort symbol and the other hides protobuf-related tokenizer errors. Different underlying defects." + }, + { + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Trainer broadcast NoneType error is not the same as Deepspeed Adafactor OOM." + "reason": "A SigLIP2 correctness regression versus an RT-DETR memory leak. No common bug." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + "reason": "A path-with-slash import warning is not the same as quantization offloading failing. Only loosely related to model loading." }, { - "left": "issue:44361", + "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and different failure modes; no shared code bug." + "reason": "torch.export failure due to torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to Wav2Vec2 save/tokenization failures." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state bugs." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "MacOS bus error in CLIP loading is not the same as a SigLIP2 doc example/model-processor mismatch." + "reason": "Both concern tokenizers, but one is a special-token registration bug and the other is AutoTokenizer failing to load a specific tokenizer class. Not the same defect." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "Different transformers serve failures: KV-cache tensor indexing versus Gemma4Processor missing _tokenizer." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release/GC behavior." + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video regression." + "reason": "Both are OOM/memory reports, but one is quantization offloading behavior and the other is multi-GPU inference on Gemma4. Not mergeable as one concrete bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy layer cleanup and SigLIP2 nonsense outputs are different bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 bad outputs are different model-specific implementation issues." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to rope-validation list handling." + "reason": "Both mention FlashAttention 2, but one is model support and the other is failing tests. Shared subsystem only, not the same bug." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different model-specific issues." + "reason": "Trainer GPU broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer decoder-type regression in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + "reason": "RoPE layer selection in Smollm3 versus a DeepSeekV3 implementation divergence are separate model-architecture issues." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer error masking due to missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "One is FP8 config loading for Qwen3Moe; the other is saving quantized models. Different lifecycle stages and failures." + "reason": "A dtype change in evaluation and undefined video-branch symbols in multimodal token counting are not the same bug." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + "reason": "Gemma4 processor import failure and transformers serve _tokenizer attribute error are distinct failure paths." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Both are memory-related, but RT-DETR GC leakage and Sam3-litetext memory overflow are not the same bug." + "reason": "CUDA assert on auto device mapping and multi-GPU OOM are different GPU failures with different triggers." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "FlashAttention 2 test failures are unrelated to void segmentation-map processing." + "reason": "A DeepSeekV3 implementation mismatch is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are separate issues." + "reason": "Tensor-parallel OOM on Qwen2-57B loading and checkpoint resume key mismatch are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated." + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenizer/save_pretrained bugs." + "reason": "Different tokenizer/image-processor bugs affecting different inputs and code paths." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-control issues." + "reason": "Both involve memory pressure, but one is a specific model load OOM and the other is a Transformers 5.x int4 reserved-memory regression. Too broad to merge." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:27957", + "right": "issue:33357", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to AutoTokenizer failing to load a FastSpeech2ConformerTokenizer." + "reason": "XLMRoberta FlashAttention 2 support and CLIP MacOS bus error are unrelated." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepSeekV3MoE divergence." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated model-specific issues." } ] }, @@ -9327,285 +9468,282 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:27957", + "issue:28218", "issue:29127", - "issue:29942", + "issue:32090", "issue:33290", - "issue:33357", + "issue:34567", "issue:34689", "issue:35141", - "issue:42490", + "issue:36010", "issue:42915", "issue:43262", + "issue:43316", "issue:43334", "issue:43381", - "issue:43421", - "issue:43452", - "issue:43526", + "issue:43493", + "issue:43525", "issue:43531", - "issue:43575", - "issue:43701", - "issue:43761", + "issue:43611", + "issue:43646", + "issue:43720", "issue:43824", + "issue:43827", + "issue:43873", "issue:43931", "issue:43994", "issue:44062", - "issue:44186", + "issue:44077", "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44464", - "issue:44625", "issue:44743", "issue:44811", - "issue:44857", + "issue:44898", + "issue:44964", "issue:44977", "issue:45072", + "issue:45216", "issue:45245", "issue:45440", "issue:45491", "issue:45584", "issue:45588", - "issue:45593", - "issue:45834", - "issue:45859", + "issue:45600", "issue:45907", "issue:46121", "issue:46369", "issue:46399" ], "soft_pairs": [ - "issue:43421|issue:45491", - "issue:27957|issue:29942", - "issue:29127|issue:33357", - "issue:45440|issue:45593", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44442|issue:45072", "issue:43994|issue:46369", - "issue:43526|issue:45834", "issue:43824|issue:44279", - "issue:43526|issue:44186", + "issue:27957|issue:29127", "issue:29127|issue:35141", - "issue:44625|issue:45584", - "issue:43575|issue:43701", - "issue:44442|issue:45072", - "issue:42490|issue:43381", - "issue:43575|issue:44387", "issue:42915|issue:43931", - "issue:43761|issue:45859", - "issue:43526|issue:44857", - "issue:46121|issue:46399", - "issue:43334|issue:43531", - "issue:44977|issue:45245", - "issue:44464|issue:45491", - "issue:43262|issue:44206", - "issue:27957|issue:29127", - "issue:44743|issue:44811", "issue:27957|issue:33290", - "issue:43452|issue:45588", - "issue:33290|issue:34689", - "issue:44062|issue:45907" + "issue:44464|issue:45584", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:44977|issue:45584", + "issue:44062|issue:45907", + "issue:33290|issue:34567", + "issue:28218|issue:32090", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:44442|issue:44898", + "issue:46121|issue:46399", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44964|issue:45440", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:43493|issue:43827" ], - "prepared_review_unit_hash": "1efeff33695d7ff2f23d4867eccd36d323767c7622ec6ca8e8f07aa62242f873", + "prepared_review_unit_hash": "d57d19c23f999eb7255e66f8f2bdcfaa8ec4b05233bbddab06971fd424eb9ca9", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35435, - "estimated_input_tokens": 8859, - "estimated_eval_tokens": 17974 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs that only share broad Transformers vocabulary (models, tokenizers, attention, loading, OOM, etc.). I rejected every soft edge because the artifacts do not describe the same underlying defect or fixable change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is mostly a loose collection of unrelated issues; despite some superficial keyword overlap (Qwen, tokenizer, loading, generation), none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate emerges: the items span many distinct bugs/regressions across unrelated models, tokenizers, training, and config paths.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be chosen as a representative, 43646 is the broadest general regression item (custom model initialization in Transformers 5.0.0), but the cluster is too heterogeneous to treat it as a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings under sliding-window/all-padding; different subsystems and failure modes." - }, - { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "One is XLM-RoBERTa Flash Attention 2 support, the other is failing FA2 tests; related area but not the same bug." + "reason": "Different Qwen model families and different failures: missing pad_token_id on load vs sliding_window behavior." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "LayoutLMv3 box-validation clarity issue vs MacOS bus error loading a CLIP model; unrelated." + "reason": "Unrelated bugs: Qwen3.5 flash-attention generation vs a categorical cardinality/runtime error." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary loss behavior; different models and defects." + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; no shared code-path bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; not the same code path." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error; different processors and symptoms." + "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import error vs a generic dependency issue; no shared concrete bug." + "reason": "Specific missing import for Qwen2_5_VL vs a vague dependency issue; not the same defect." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash; unrelated tokenizer/processor bugs." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error message concern vs token-embedding resize/post_init reinitialization bug; different functionality." + "reason": "One is about clearer error handling; the other is embedding reinitialization after resize." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs Whisper empty-transcription generation failure; different models and paths." + "reason": "Different model-specific loading/runtime problems for Qwen3MoE vs Qwen3-VL." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; unrelated training/loading problems." + "reason": "Attention backend support issue vs DeepSpeed/Adafactor OOM; no same underlying bug." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in bf16 inference; not the same bug." + "reason": "Chunked generation with compiled forward is not the Whisper empty-transcription/alignment failure." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Import warning for local path with trailing slash vs gradient checkpointing in eval mode; unrelated." + "reason": "Recurrent-state cache reset bug vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Both mention memory, but one is TP load OOM for a specific Qwen model and the other is increased reserved memory under int4 quantization; different causes." + "reason": "Sampling-rate default mismatch in audio chat templates vs unsupported center arg in feature extraction." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch; distinct model/config issues." + "reason": "Flash-attention sinkless-model crash vs stale auto_mappings references to removed configs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU offload incompatibility; unrelated." + "reason": "Broad custom-model init regression vs a patchtsmixer-specific optional post_init policy change." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash; different components." + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-output bug are different code paths." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Rope-validation TypeError from JSON-loaded list vs missing decorator for apply_rotary_pos_emb registration; unrelated implementation bugs." + "reason": "AddedToken constructor argument conflict is unrelated to list_repo_files revision forwarding." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config vs sliding_window issue in Qwen3-MoE; different config fields and failures." + "reason": "Optimizer-related OOM is unrelated to TrainerState token-count bookkeeping." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs distributed broadcast TypeError; no shared root cause." + }, + { + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Flash-attention generation bug for Qwen3.5 vs category-count RuntimeError; no shared code path." + "reason": "Gradient checkpointing eval-mode limitation is not the same as quantization offloading behavior." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; distinct bugs." + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs LasrFeatureExtractor unsupported center argument; unrelated audio-processing issues." + "reason": "Tokenizer loading failure vs Perceiver interpolation failure; unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa vs LayoutLMv3 error-message clarity for box inputs; different models and concerns." + "reason": "Rope-validation TypeError and missing apply_rotary_pos_emb decorator are different bugs." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug in modular code vs Whisper processor batch_decode skip_special_tokens issue; unrelated model/processor behavior." + "reason": "Config API discrepancy is too broad to match the specific missing pad_token_id attribute bug." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "FA2 support issue vs Adafactor/deepspeed OOM; no overlap beyond generic training/inference context." + "reason": "Specific Llama 3.2 vision load break vs generic base_model_prefix loading regression; not the same issue." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "gguf_file breaks model/tokenizer loading vs flash_attention.py crash on s_aux=None; different failure sites and causes." + "reason": "Trainer broadcast TypeError is unrelated to the Adafactor/DeepSpeed OOM report." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Adafactor OOM in deepspeed vs Llama 3.2 Vision model-loading breakage; unrelated." + "reason": "BitNet accelerate loading bug and FastSpeech2Conformer tokenizer loading bug do not share a concrete fix path." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "AddedToken special-arg duplication vs list_repo_files missing revision forwarding; different APIs and bugs." + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE divergence are different model-specific problems." } ] }, @@ -9624,285 +9762,271 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:25251", + "issue:28282", "issue:33290", - "issue:34567", "issue:34689", "issue:35141", "issue:42175", - "issue:42490", + "issue:42617", "issue:42907", - "issue:43232", + "issue:43295", "issue:43316", - "issue:43381", - "issue:43388", - "issue:43493", - "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", "issue:43611", - "issue:43646", - "issue:43720", - "issue:43723", - "issue:43749", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43742", "issue:43761", - "issue:43827", + "issue:43825", "issue:43873", "issue:43931", "issue:44077", - "issue:44079", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44479", "issue:44496", + "issue:44568", "issue:44743", "issue:44855", "issue:44871", - "issue:44898", + "issue:44913", "issue:44987", - "issue:45003", "issue:45137", - "issue:45216", "issue:45290", - "issue:45440", "issue:45479", + "issue:45632", "issue:45698", "issue:45759", "issue:45803", "issue:46178", + "issue:46202", "issue:46234", - "issue:46421" + "issue:46421", + "issue:46424" ], "soft_pairs": [ - "issue:43646|issue:44077", - "issue:33290|issue:35141", - "issue:33290|issue:34567", - "issue:43381|issue:43873", - "issue:44442|issue:44898", - "issue:45003|issue:45440", - "issue:43723|issue:45479", - "issue:42490|issue:44743", - "issue:43316|issue:43525", - "issue:42175|issue:46234", - "issue:43761|issue:44079", - "issue:34689|issue:43611", - "issue:43720|issue:44442", - "issue:43232|issue:43388", - "issue:43931|issue:45216", - "issue:43761|issue:44188", - "issue:44077|issue:44479", - "issue:43493|issue:43827", - "issue:44987|issue:46178", - "issue:43873|issue:44871", + "issue:43550|issue:44743", "issue:42907|issue:45698", + "issue:43873|issue:44871", "issue:44442|issue:45803", - "issue:44464|issue:46421", - "issue:43749|issue:43931", + "issue:42175|issue:46234", "issue:43316|issue:45759", "issue:44479|issue:45290", "issue:44855|issue:45137", - "issue:44190|issue:44496" + "issue:43761|issue:44188", + "issue:44464|issue:46421", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:43611|issue:43931", + "issue:33290|issue:34689", + "issue:45632|issue:46424", + "issue:42617|issue:43575", + "issue:43650|issue:46202", + "issue:33290|issue:35141", + "issue:43575|issue:43742" ], - "prepared_review_unit_hash": "963ef6f5507d8652eaf1d32882820023aaa10f326458ff839c3204f81b56841f", + "prepared_review_unit_hash": "0de7fec18f4d2af85756a84c07c386eeb051cd98f856c129dfee785c2823ef17", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35766, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "soft_pair_count": 26, + "serialized_chars": 35041, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose set of Transformers loading/config/runtime regressions, not a tight duplicate set. Most pairs share a broad subsystem theme but not the same concrete bug, so they should stay separate.", - "confidence": 0.45, - "canonical_issue_reason": "Issue 45698 is the broadest representative of the cluster\u2019s recurring loading/save regressions around custom modules and model reconstruction, and it has the strongest cross-references among the listed issues.", + "summary": "The set is mostly a grab-bag of unrelated Transformers issues; the soft similarities are superficial and none look like safe duplicate merges. If a single representative is needed, issue 45698 is the broadest open loading/custom-module bug, but it does not imply a real duplicate cluster.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45698 is the broadest, most active open report about from_pretrained/save_pretrained custom-module mis-resolution, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best single issue to anchor this cluster because it captures the most generic and reusable failure mode in the set: incorrect restoration/loading behavior after save_pretrained.", + "best_issue_reason": "issue:45698 has the strongest combination of scope, discussion, and inbound references among the listed issues, making it the best overall issue representative despite the lack of true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Both touch model initialization semantics, but one is a general v5 custom-model init break and the other is a patchtsmixer-specific post_init policy change." - }, - { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "One is DeepSpeed+Adafactor OOM, the other is embedding reinitialization after resize; different symptoms and code paths." + "reason": "Different failures: torch.compile SDPA behavior on Bamba vs recurrent-state reset in modular_qwen3_5." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "OOM in optimizer/deepspeed is unrelated to TrainerState token counting." + "reason": "One is saving dequantized Ministrals/Devstrals; the other is loading the wrong custom module after save_pretrained." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime bugs." + "reason": "Quantization/offloading behavior is unrelated to a Gemma eos_token_id configuration mismatch." }, { "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer loading failure for one tokenizer is unrelated to Perceiver image classification at non-default resolution." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "sys.modules access safety in modeling_utils is a generic import bug, while DeepseekV3MoE divergence is a model implementation mismatch." - }, - { - "left": "issue:43723", - "right": "issue:45479", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated defects." + "reason": "Tokenizer class loading failure and Fuyu tensor-conversion exception handling are different code paths." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Local path import warnings do not share the same underlying bug as recurrent-state resets with cache." + "reason": "Backend-install/import packaging issue vs a missing import_utils helper; not the same bug." }, { "left": "issue:43316", - "right": "issue:43525", + "right": "issue:45759", "accept": false, - "reason": "Both are config API discrepancies, but they concern different models and different missing/extra attributes." + "reason": "Gemma3TextConfig API discrepancy vs Qwen composite config unwrapping in from_config." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Backend installation extras and a missing import-utils availability helper are different package/internals issues." + "reason": "Video-input regression in Qwen VL models vs chat-template tool-call crashes." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a key was previously None." + "reason": "Python 3.13 import parsing error is unrelated to the DeepSpeed ZeRO3 deque IndexError." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Both are model-loading regressions, but they target different mechanisms: a specific Llama vision model break versus base_model_prefix handling." + "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are distinct bugs." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "BitNet packed-weight loading and a tokenizer class loading failure are unrelated." + "reason": "Compiled forward output inconsistency is different from cache lazy-init causing spurious recompilation." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Generation kwargs synchronization after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + "reason": "Model-loading regression for a specific repo vs a backend mapping error for tensorflow_text." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3.5 save_pretrained regression are different failure modes." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model/config loading error." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "CLIP hidden_states omission is not the same as attention-kernel divergence from torch.compile branching." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct not persisting on reload are different config-load failures." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A post_init restriction on one architecture is unrelated to the Qwen VL video-input regression." + "reason": "Optional post_init validation concern is unrelated to the Qwen video-input regression." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are separate concerns." + "reason": "Tokenizer special-token handling and zero-loss classification behavior do not share the same underlying code path." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to the tensorflow_text backend mapping error." + "reason": "Processor/tokenizer API breakage and pipeline error-message regression are only broadly related to pipeline APIs." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id configuration are different bugs." + "reason": "torch.compile SDPA/OOM behavior is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are related only at a very high level, not the same concrete bug." + "reason": "Pipeline top_k shape change is unrelated to missing PyTorch installation ImportError." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "AutoTokenizer failing for one tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are different failure modes." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." + "reason": "base_model_prefix loading regression is not the same as Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "FSDP CPU RAM efficient loading and a specific Qwen VL shape mismatch are distinct loading regressions." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are unrelated." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Both involve config handling, but one is a Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen multimodal configs." + "reason": "trust_remote_code cache collisions are unrelated to max_cache_length behavior in quantized cache." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Video input regression in Qwen VL models is unrelated to chat template crashes with tool-call assistant messages." + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different problems." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "A Python 3.13 import/parser issue in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "A placeholder 'ADD THE DATA' report is unrelated to Gemma pipeline roundtrip tokenization failure." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed and embedding reinitialization after resize are distinct bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized custom model type during from_pretrained." + "reason": "Tensor-parallel OOM on Qwen2-57B and a MobileLLM loading key error are different loading failures." } ] }, @@ -9924,37 +10048,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", "issue:27957", - "issue:28282", "issue:32090", "issue:41950", - "issue:42617", "issue:43065", + "issue:43232", "issue:43295", "issue:43316", + "issue:43388", "issue:43404", "issue:43441", "issue:43452", "issue:43475", + "issue:43504", "issue:43540", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43643", + "issue:43572", "issue:43646", - "issue:43650", - "issue:43701", "issue:43716", - "issue:43742", "issue:43761", - "issue:43825", "issue:44077", "issue:44162", + "issue:44190", + "issue:44242", "issue:44479", "issue:44496", "issue:44514", @@ -9965,242 +10082,248 @@ "issue:44871", "issue:44877", "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", "issue:45584", - "issue:45632", + "issue:45600", + "issue:45698", "issue:45803", "issue:46050", "issue:46170", - "issue:46202", + "issue:46178", + "issue:46234", "issue:46365", - "issue:46369", - "issue:46424" + "issue:46369" ], "soft_pairs": [ - "issue:43643|issue:44913", - "issue:43295|issue:43825", - "issue:43550|issue:43701", - "issue:25251|issue:28282", - "issue:43650|issue:46202", - "issue:43606|issue:43701", - "issue:45632|issue:46424", - "issue:42617|issue:43575", - "issue:43575|issue:43742", - "issue:16998|issue:22355", "issue:27957|issue:32090", - "issue:43295|issue:44871", - "issue:43316|issue:43716", "issue:44610|issue:46369", - "issue:43065|issue:44617", + "issue:43316|issue:43716", + "issue:43295|issue:44871", "issue:43316|issue:44877", "issue:43540|issue:44514", - "issue:44871|issue:45584", "issue:43404|issue:43441", - "issue:44077|issue:44534", + "issue:44871|issue:45584", "issue:45803|issue:46365", "issue:44162|issue:44792", - "issue:45803|issue:46170", "issue:41950|issue:43475", + "issue:45803|issue:46170", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:43761|issue:44479" + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:44617|issue:45584", + "issue:44190|issue:44964" ], - "prepared_review_unit_hash": "f1659f8de8df7867936481c469c92f7589b983a35567cb6ea60cef600062b165", + "prepared_review_unit_hash": "4250ee0f3a8305da9de25c9e725fb4b977a99f342b2018384435044432a5cb41", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35731, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive grouping of unrelated Transformers issues that only share broad terms like v5 regressions, configs, pipelines, caching, or model loading. None of the soft pairs look like the same underlying bug/change, and there are no PRs in the set.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43646 is the broadest and most central framework-level regression in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best anchor if one issue must represent the cluster.", + "summary": "Loose heterogeneous cluster of unrelated Transformers issues; all soft edges look like false positives rather than true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate center stands out. If one issue had to represent the cluster, issue 45698 has the strongest signal (open, high discussion, inbound refs), but it is not actually the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most suitable global issue anchor because it describes a general initialization regression rather than a narrow model-specific symptom, making it the most reusable triage target among these unrelated reports.", + "best_issue_reason": "No issue is a genuinely good global canonical for this set because the topics are too mixed; 45698 is only the closest fallback by activity, not by shared root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Both are config-related, but one is a trust_remote_code field-loss bug and the other is a GPTNeoX rotary_pct reload regression; different code paths and symptoms." + "reason": "Different failures: Flash Attention support for XLM-Roberta vs a Trainer/_gpu_broadcast_one NoneType error." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "One is a processor/tokenizer regression in v4.57.5, the other is an error-message issue about translation support in v5; not the same bug." + "reason": "Unrelated bugs: OmDet-Turbo image size mismatch vs sam3-litetext memory overflow." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "torch.compile + SDPA failure for Bamba is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Different models and root causes: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Pipeline top_k output-shape bug and missing PyTorch ImportError are completely different issues." + "reason": "Different regression classes: processor.tokenizer/image passing breakage vs Gemma-3 eos_token_id config inconsistency." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "A placeholder \u201cADD THE DATA\u201d issue is not the same as a Gemma pipeline roundtrip failure on \u2581." + "reason": "API discrepancy in Gemma3TextConfig is not the same as granite_speech being blocked by strict config loading." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." + "reason": "Both involve Qwen multimodal video/text paths, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched chat-template padding crash in Qwen2_5_VLProcessor." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length being honored only for quantized cache; different defects." + "reason": "Different Mistral-family problems: lm_head weight tying vs FlashAttention generation failure." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tp are different failures." + "reason": "Gemma-3 eos-token config bug is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "OOM on large-model tensor-parallel loading is unrelated to a KeyError loading MobileLLM-125M." + "reason": "Different code paths: FuyuBatchFeature exception handling vs importing Trainer with datasets installed." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "ESM2 broken workflow issue and janus test failure do not share the same bug." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Flash Attention support for XLMRoberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Video-classification processor picking image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Custom-model processor/tokenizer regression is not the same as Gemma-3 eos_token_id inconsistency." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Windows ROCm torch.distributed import issues." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate model-family issues." + "reason": "Gemma-3 eos-token inconsistency is not the same as sinq save/load quantization breakage." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are different problems." + "reason": "A broad Transformers 5 custom-init regression is not the same as GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a Sam3Video OOM." + "reason": "Both involve model loading, but gguf_file breakage and missing model_type in config.json are different failure modes." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig and strict config rejection for granite_speech do not describe the same change." + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to Sam3Video CUDA OOM." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched apply_chat_template crash are different processor paths." + "reason": "LoRA/extended-vocab weight-tying collapse and Gemma 4 mm_token_type_ids defaulting are different bugs." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "StableLmConfig missing pad_token_idx is unrelated to the tensorflow_text backend mapping error." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Missing lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failure in Ministral-3." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are distinct model-specific issues." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "An invalid optional post_init allowance in patchtsmixer is unrelated to non-persistent buffer junk initialization." + "reason": "Legacy-field load failure in BeitSemanticSegmentation is not the same as wrong custom module selection after save_pretrained/from_pretrained." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to an import failure for Trainer caused by datasets." + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing is_falcon_mamba_ssm_available utility." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "ESM2 breakage affecting workflows and a failed janus image-generation test are not the same underlying issue." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are separate training/runtime bugs." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Bare except in tensor conversion is unrelated to Windows/ROCm import errors around torch.distributed." + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to non-persistent buffers being filled with junk." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Video-classification pipeline using image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different defects." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models/problems." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Gemma eos_token_id configuration inconsistency is unrelated to sinq quantization save/load breakage." + "reason": "A vision forward regression is not the same as missing load-balancing loss when output_router_logits=False." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "A broad Transformers v5 custom-initialization regression does not match a GPTNeoX rotary_pct reload bug." + "reason": "Janus test failure and stale auto_mappings references to Sam3LiteText configs are unrelated." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "gguf_file breaking tokenizer/model loading and an unrecognized model lacking model_type are related to loading, but not the same concrete bug." + "reason": "Sam3Video OOM is not the same bug as Whisper empty transcription after align_special_tokens." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are unrelated." } ] }, @@ -10219,286 +10342,286 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:25251", + "issue:27957", "issue:35141", "issue:41720", "issue:42490", "issue:43065", - "issue:43388", - "issue:43504", - "issue:43525", - "issue:43531", - "issue:43572", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", "issue:43673", - "issue:43688", - "issue:43761", "issue:43827", "issue:43931", + "issue:43976", "issue:43994", "issue:44060", + "issue:44077", + "issue:44112", "issue:44190", - "issue:44242", - "issue:44464", + "issue:44462", "issue:44479", "issue:44521", "issue:44534", "issue:44610", "issue:44617", "issue:44734", + "issue:44737", "issue:44743", - "issue:44792", "issue:44855", + "issue:44877", "issue:44913", - "issue:44933", - "issue:44964", - "issue:44977", + "issue:44938", "issue:45127", - "issue:45200", "issue:45245", - "issue:45362", + "issue:45276", + "issue:45357", "issue:45381", - "issue:45406", "issue:45542", - "issue:45563", - "issue:45584", "issue:45588", "issue:45600", - "issue:45698", - "issue:46178", + "issue:45632", + "issue:45803", + "issue:45907", "issue:46234", "issue:46369", "issue:46421" ], "soft_pairs": [ - "issue:43388|issue:43688", - "issue:45127|issue:45200", - "issue:43673|issue:44743", - "issue:43572|issue:46178", - "issue:44617|issue:45584", - "issue:43504|issue:45698", - "issue:44734|issue:45406", - "issue:45542|issue:46234", "issue:43673|issue:46421", - "issue:43525|issue:43531", - "issue:45381|issue:46369", - "issue:44792|issue:44977", - "issue:45563|issue:45584", - "issue:43761|issue:44242", - "issue:44792|issue:45600", - "issue:43931|issue:44060", - "issue:44190|issue:44964", "issue:44534|issue:44913", - "issue:35141|issue:42490", + "issue:43673|issue:44743", "issue:44479|issue:44734", "issue:43827|issue:43994", - "issue:41720|issue:45245", "issue:44855|issue:45588", + "issue:41720|issue:45245", "issue:43065|issue:44610", - "issue:44617|issue:46369", - "issue:44933|issue:45362", - "issue:44464|issue:45563", - "issue:44521|issue:45381" - ], - "prepared_review_unit_hash": "94429201ffecca6b2cc260888ab4dd95f2d61634944d9c3ee7015b7568d53c71", + "issue:45381|issue:46369", + "issue:35141|issue:42490", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44617|issue:46369", + "issue:25251|issue:27957", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "83048c737243079b512f3bc401b6c78094c6f357d46db91d632ee4c81a32c6f9", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36132, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues with some superficial thematic overlap around generation/cache, config loading, and multimodal regressions. None of the soft pairs look like the same underlying bug/change; they share broad subsystem vocabulary but not the same concrete failing code path.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43673 is the best representative of the cluster\u2019s recurring generation/cache theme: it is a concrete v5.0.0 cache regression with a clear symptom and code-path focus, and several nearby items are also generation/cache-related even if they are not duplicates.", + "summary": "These items are mostly unrelated issues across different models, scripts, and regressions. None of the soft pairs are strong enough to treat as the same underlying bug, so there is no clear canonical issue or any PR candidate here.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43673 is the most suitable single issue to stand in for this set because it is specific, well-scoped, and closest to the most repeated topic in the cluster (generation/cache behavior in v5).", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Both mention label/loss handling, but one is gather_for_metrics batch truncation and the other is auxiliary-loss normalization; different layers and different bugs." + "reason": "Both mention chunked prefill and cache, but one is about a missing GenerationMixin cache in v5.0.0 while the other is about lazy cache init causing recompilation; related area, not the same concrete bug." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "One is LoRA/extended-vocab collapse with tied embeddings; the other is Gemma 4 mm_token_type_ids defaulting. No shared code path." + "reason": "One reports junk-filled non-persistent buffers in v5, the other a GPTNeoXConfig field reverting on reload; different failure modes and code paths." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve caching, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5 with seq_len>1. Different mechanisms." + "reason": "Cache/chunked-prefill versus recurrent-state reset are different symptoms and likely different fixes." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Unrelated failures: StableLmConfig missing pad_token_idx versus backend registration for tensorflow_text." + "reason": "Different subsystems: video-input regression in multimodal models versus KV-cache continuation indexing in serve responses." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both are memory/generation-related at a high level, but Sam3Video OOM and Whisper empty-transcription failure are separate code paths and symptoms." + "reason": "One is a docs reference to removed pipelines; the other is a runtime correctness issue with a specific model and pipeline usage." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Legacy field preset loading for BEiT semantic segmentation is not the same problem as from_pretrained restoring the wrong custom module after save_pretrained." + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a flash-attention crash on sink-less models." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "CUDA assert during auto device mapping is unrelated to the category-count RuntimeError." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and missing is_falcon_mamba_ssm_available are distinct import/backend issues." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor input-size mismatch are different model issues." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Both are cache/chunked-prefill themed, but one is a missing cache in v5.0.0 while the other is lazy cache init causing recompilation. Not the same bug." + "reason": "Video position-id regression in qwen2.5-vl is unrelated to Sam3LiteText memory overflow." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "pad_token_id missing on Llama4Config and sliding_window issues in Qwen3-MoE are different config regressions." + "reason": "Embedding reinitialization on resize and local-path import warnings are unrelated." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids corruption is unrelated to Sam3-LiteText memory overflow." + "reason": "Weight-shape mismatch while loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation issue do not appear to be the same defect." + "reason": "The former is the broad non-persistent-buffer junk regression; the latter is a GPTNeoX config reload issue." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "A stale num_return_sequences warning and Whisper empty-transcription failure are different generation issues." + "reason": "Both are Python compatibility problems, but they are different versions and different failure mechanisms." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and load-balancing loss omission are separate model behaviors." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to loading a local dataset in an example script." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Failed janus image test versus auto_mappings stale Sam3LiteText references; different areas and fixes." + "reason": "Both involve memory pressure, but on different models with different root causes; not the same bug." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are both model-loading related but not the same concrete mismatch." + "reason": "Top-k pipeline nesting behavior and Flash Attention 2 support for XLMRoberta are unrelated." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + "reason": "Both touch config validation, but one is about optional post_init in patchtsmixer and the other about granite_speech loading." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reload regression are distinct state/config bugs." + "reason": "LoRA merge with extended vocabulary collapse and incorrect visual encoder keys in save_pretrained are different problems." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Token-embedding resizing/post_init reinit is unrelated to slash-path import warnings." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to KV-cache continuation tensor indexing in serve." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Video-input regression across Qwen VL models is not the same as serve KV-cache continuation indexing." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different API paths." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs with AutoModel/pipeline are not the same bug." + "reason": "CI failure from a stale GraniteSpeech device-override test is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "cudaErrorAssert in Qwen3 auto device mapping and the 2^24 category limit are unrelated runtime errors." + "reason": "Cache-path collision for local trust_remote_code models is unrelated to the missing import_utils helper." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to flash_attention crashing on s_aux=None." + "reason": "SwitchTransformers sparse-layer config bug and dataset loading in an image-classification example are unrelated." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are different model-specific bugs." + "reason": "CPU-bound XLNet positional encoding and bare except swallowing errors in FuyuBatchFeature are different code paths." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Both are Sam3-related, but one is video OOM and the other is LiteText memory overflow; different models and failure modes." + "reason": "Both involve multimodal prompting, but assistant mask generation and video vision_position_ids are not the same bug." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5-35B chat crash are unrelated." + "reason": "Empty multi-label classification outputs and local dataset loading failure in a different example script are unrelated." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and a stale paged-generate warning are not the same issue." + "reason": "Python 3.14 import failure and the TensorBoard-without-TensorFlow backend error are unrelated." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for qwen2.5-vl video inputs are different multimodal bugs." + "reason": "Processor/tokenizer regression and resize_token_embeddings not affecting certain embeddings are unrelated." } ] }, @@ -10517,284 +10640,285 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:25251", "issue:27957", + "issue:35141", "issue:36246", "issue:38617", "issue:41628", "issue:41950", - "issue:42175", - "issue:43116", + "issue:42907", "issue:43295", - "issue:43335", "issue:43404", - "issue:43540", - "issue:43550", - "issue:43644", - "issue:43976", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", "issue:44016", - "issue:44077", "issue:44112", "issue:44186", - "issue:44190", + "issue:44220", "issue:44246", - "issue:44279", - "issue:44462", + "issue:44464", + "issue:44496", "issue:44683", "issue:44734", - "issue:44737", - "issue:44855", - "issue:44877", - "issue:44913", - "issue:44938", + "issue:44933", + "issue:44964", "issue:45003", - "issue:45127", + "issue:45042", "issue:45216", "issue:45245", "issue:45276", - "issue:45357", + "issue:45335", + "issue:45362", + "issue:45375", "issue:45446", - "issue:45542", + "issue:45563", "issue:45584", + "issue:45588", "issue:45600", "issue:45632", - "issue:45803", - "issue:45907", "issue:46082", "issue:46121", - "issue:46234", - "issue:46421" + "issue:46421", + "issue:46424" ], "soft_pairs": [ - "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:44462|issue:45907", - "issue:25251|issue:27957", - "issue:44077|issue:44877", - "issue:45127|issue:45357", - "issue:43540|issue:44734", - "issue:44112|issue:45600", - "issue:45632|issue:46234", - "issue:43335|issue:44190", - "issue:44737|issue:45803", - "issue:43116|issue:44190", - "issue:43295|issue:45276", "issue:45276|issue:45584", - "issue:44938|issue:45542", - "issue:36246|issue:41628", "issue:45632|issue:46421", + "issue:36246|issue:41628", "issue:46082|issue:46121", - "issue:45245|issue:45584", "issue:43404|issue:45216", - "issue:42175|issue:44279", - "issue:36246|issue:38617", - "issue:41950|issue:44016", + "issue:45245|issue:45584", "issue:44246|issue:45003", "issue:44186|issue:44734", - "issue:44683|issue:45446" + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:43650|issue:44220", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:36246|issue:38617", + "issue:27957|issue:35141", + "issue:45563|issue:45584", + "issue:43479|issue:45375", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:41950|issue:44016" ], - "prepared_review_unit_hash": "5523d121e4a52fab4b82c926ca6cf61ab436fe2187d39ce0404767eed488c75c", + "prepared_review_unit_hash": "7b831980d7f1c77b22660e320f1fa388580145191481eb0e517029e1219e7546", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35358, - "estimated_input_tokens": 8840, - "estimated_eval_tokens": 17936 + "soft_pair_count": 28, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous. The soft-similarity links mostly connect superficially similar Transformers issues, but they are different bugs across imports, configs, pipelines, CI, and model-specific regressions. I would not merge any of the proposed pairs.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 41628 is the closest broad representative because it concerns an import/export regression, which is one of the few themes that recurs in this cluster. That said, the cluster is too mixed to treat it as a safe true duplicate canonical.", + "summary": "This cluster is only loosely related by Transformers/modeling regressions, but the soft pairs span distinct bugs: import/export issues, config validation, generation/cache behavior, model-specific loading failures, and flash-attention edge cases. None of the candidate pairs look like true duplicates or the same mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous and the soft links are mostly broad topical similarity rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "41628 is the best overall representative only in a loose sense: it is the broadest, most central import-surface issue among the items. It is still not a good global canonical for the whole cluster because the rest of the issues are unrelated.", + "best_issue_reason": "No issue is a strong global duplicate representative because there is no single shared code-path problem across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Different bugs: non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." + "reason": "Different failures: resize_token_embeddings regression vs Whisper empty-transcription generation path." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:45632", + "right": "issue:46421", "accept": false, - "reason": "Unrelated failures: package/version compatibility vs Python 3.13 JIT parsing of DebertaV2." + "reason": "Both touch cache-related areas, but one is a trust_remote_code cache-path collision and the other is chunked-prefill recompilation." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Different code paths: SDPA/torch.compile model failure vs local dataset loading in an image-classification script." + "reason": "Both are import errors, but for different symbols and modules with different underlying fixes." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Not the same bug." + "reason": "Different config validation bugs: head_dim rejection vs rope-parameter conversion TypeError." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Pipeline output nesting vs XLMRoberta Flash Attention 2; unrelated behaviors." + "reason": "Different model families and different bugs: tied weights on Mistral3 vs save_pretrained checkpoint correctness on Qwen3.5." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both are config-related, but they target different models and different validation rules." + "reason": "Unrelated: category-count limit error vs Whisper generation empty-output failure." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Different regression scopes: LoRA/tied embeddings collapse vs incorrect Qwen3.5 visual encoder checkpoint keys." + "reason": "Both involve import-time behavior, but one is slowness and the other is unsafe sys.modules access." }, { - "left": "issue:43540", + "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Both involve multimodal inference, but one is video input processing in Qwen3OmniMoe and the other is KV-cache continuation indexing in serve." + "reason": "Tokenizer padding/NER crash and serve KV-cache tensor-indexing crash are different code paths." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Different problems: missing image_utils export vs Qwen3.5-35B chat crash." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + "reason": "Both are generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs a dataset-loading example script issue." + "reason": "Same subsystem (flex_attention) but not the same bug: torch>=2.9 compiled failure vs incorrect version check for AuxRequest import." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "One is CPU-side tensor creation in XLNet; the other is a bare-except error swallowing bug in FuyuBatchFeature." + "reason": "Both are cache-related, but chunked_prefill cache-mixin regression and max_cache_length being ignored are distinct issues." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Different examples and symptoms: multi-label classification empty outputs vs local dataset loading failure." + "reason": "Different breakages: model loading for Phi-4 multimodal vs stale auto_mappings reference to removed Sam3LiteText configs." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Processor/tokenizer API regression vs Gemma4 embedding resize not propagating; different subsystems." + "reason": "Both are config-loading problems, but trust_remote_code field loss is not the same as missing model_type unrecognized-model failure." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription handling." + "reason": "No relation: a placeholder issue title vs an audio feature-extraction bug." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Python 3.14 import/load failure vs missing TensorFlow backend dependency exposure." + "reason": "Different models and different load-time failures; not the same underlying regression." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both are import errors, but one is a missing submodule symbol and the other is a top-level export/import failure; not the same concrete bug." + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:45632", - "right": "issue:46421", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Local cache-path collision is unrelated to lazy cache initialization causing recompilation." + "reason": "Both are import errors, but for unrelated missing exports in different modules." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Llama head_dim validation and RoPE ignore-key parsing are different config-validation issues." + "reason": "Unrelated: Flash Attention 2 support for XLM-Roberta vs output embedding reinitialization after resizing embeddings." }, { - "left": "issue:45245", + "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Category-count limit error vs Whisper generation on empty transcription; unrelated." + "reason": "Generation issues, but stale warning handling and empty transcription failure are different bugs." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both are multimodal config issues, but one is default-init-on-None and the other is a missing field dropped by strict serialization." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Specific backend-install problem vs a vague dependency issue; not the same bug." + "reason": "Different areas: Qwen3-MoE sliding_window behavior vs auto_mappings CI breakage." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different missing imports from different modules and symbols." + "reason": "Same model family only at a high level; dequantized save failure and FlashAttention failure are different concrete bugs." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Video-classification pipeline bug vs a notebook syntax error." + "reason": "Both involve token embedding/processor behavior, but one is processor.tokenizer regression and the other is resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Import-time slowness is not the same as unsafe sys.modules access." + "reason": "Unrelated: image-processor label reduction bug vs outdated pipeline docs behavior mismatch." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs serve KV-cache indexing; unrelated code paths." + "reason": "Both are flash-attention related, but they fail in different places and with different root causes." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both mention flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import guard for AuxRequest." + "reason": "Different load/config error vs image-processor torchvision dependency regression." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription handling are different bugs." + "reason": "Completely unrelated: pipeline image-processor lookup vs notebook syntax error." } ] }, @@ -10816,311 +10940,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:27957", - "issue:28282", - "issue:35141", - "issue:42907", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", "issue:43295", "issue:43299", "issue:43381", - "issue:43441", - "issue:43479", - "issue:43526", - "issue:43531", + "issue:43388", "issue:43577", - "issue:43643", "issue:43650", "issue:43673", + "issue:43688", "issue:43824", - "issue:43854", "issue:43901", - "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44112", "issue:44220", + "issue:44242", "issue:44279", "issue:44336", + "issue:44351", "issue:44368", "issue:44496", + "issue:44617", + "issue:44779", "issue:44792", "issue:44933", - "issue:44964", - "issue:44987", - "issue:45042", + "issue:45020", + "issue:45103", + "issue:45200", "issue:45216", + "issue:45278", "issue:45335", + "issue:45357", "issue:45372", - "issue:45375", + "issue:45405", "issue:45584", - "issue:45588", "issue:45593", - "issue:45600", "issue:45759", + "issue:45812", + "issue:45823", "issue:46082", - "issue:46123", + "issue:46209", "issue:46234", - "issue:46369", "issue:46399", "issue:46424" ], "soft_pairs": [ - "issue:43673|issue:46424", - "issue:43650|issue:44220", - "issue:44964|issue:45600", - "issue:43643|issue:44496", - "issue:43854|issue:44964", - "issue:44112|issue:44964", - "issue:44016|issue:44220", - "issue:27957|issue:35141", - "issue:43479|issue:45375", - "issue:46123|issue:46369", - "issue:42907|issue:43441", - "issue:43531|issue:45600", - "issue:43976|issue:44987", - "issue:43295|issue:45335", - "issue:43526|issue:43901", - "issue:28282|issue:35141", - "issue:44496|issue:45042", - "issue:43441|issue:45588", - "issue:45372|issue:46234", - "issue:44016|issue:44062", + "issue:42175|issue:44279", "issue:43299|issue:45216", "issue:43673|issue:44336", "issue:44792|issue:46424", - "issue:43976|issue:44279", "issue:43381|issue:45593", - "issue:43824|issue:44933", "issue:43901|issue:44496", + "issue:43388|issue:43688", + "issue:44016|issue:44220", "issue:45335|issue:45584", "issue:44496|issue:45759", "issue:44075|issue:44368", + "issue:45372|issue:46234", "issue:43577|issue:45216", - "issue:46082|issue:46399" + "issue:46082|issue:46399", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:43824|issue:44933", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44779|issue:45812" ], - "prepared_review_unit_hash": "41601c09d15558c1101158985c156666a6e93de6875cf81377b92bcb7c7d0019", + "prepared_review_unit_hash": "c17a0cc281a9aeccc3b4e8ad5ce547a91c5cfb3619922a4a7da471bc06d9ff2b", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37406, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft pairs share broad Transformers themes, but not the same underlying bug or code path. I would not merge any of the proposed soft edges.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated issues (tokenizers, import errors, model loading, pipelines, docs, training/runtime regressions). The soft links are mostly superficial keyword overlap, not duplicate bugs or the same change.", "confidence": 0.92, - "canonical_issue_reason": "issue:44964 is the strongest anchor: a concrete, user-facing model-loading regression with clear impact and broad reproducibility. That said, the overall set is noisy and does not form one real duplicate cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the best single issue to represent the cluster because it is specific, high-signal, and actionable; it is the clearest example of the kind of regression represented here.", + "best_issue_reason": "issue:45020 is the best representative issue here: it is a broad, high-impact regression report with substantial discussion and inbound references, so it is the strongest single issue to anchor the set even though the cluster is not truly duplicative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both mention cache behavior, but one is a missing GenerationMixin cache in chunked prefill while the other is max_cache_length handling for quantized cache only; different bugs and code paths." + "reason": "Different problems: missing TensorFlow in the '[torch]' extra vs a generic dependency issue with transformers. No shared code path." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "No meaningful overlap beyond generic failure reports; these concern unrelated topics and different components." + "reason": "Both are Qwen-related regressions, but one is model loading failure and the other is save_pretrained checkpoint corruption. Distinct bugs." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are model-loading regressions, but one is a specific Phi-4 multimodal load failure and the other is auto_mappings referencing removed Sam3LiteText configs; different root causes." + "reason": "Generation cache/chunked_prefill failure and ANSI code emission in loading_report are unrelated subsystems." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is not the same as an unrecognized model/config missing model_type; related area, different failures." + "reason": "A failing janus image-generation test and cache max length behavior are not the same underlying bug." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash loading vs Phi-4 multimodal load regression. Not the same bug." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary loss omission." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "A GraniteSpeech CI test issue is unrelated to a Phi-4 model-loading regression." + "reason": "Docs mismatch for return_all_scores vs unrecognized model/config import failure; different areas and fixes." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + "reason": "Metric gathering drops label elements, while the other is auxiliary-loss normalization. Not the same defect." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "FlashAttention support for XLMRoberta is unrelated to embedding resize/post_init reinitialization." + "reason": "Notebook syntax error and an audio feature extraction issue are unrelated." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Both are multimodal config issues, but they affect different model families and different fields/default handling." + "reason": "Tokenizer embedding resize bug and Whisper empty-transcription generation failure are different code paths." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "MaskGenerationPipeline batch finalization bug is unrelated to sam3-litetext memory overflow." + "reason": "One is model config recognition/import, the other is AutoModelForCausalLM.from_config unwrapping composite Qwen configs. Related family, different bug." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Both involve Ministral-family/FlashAttention mentions, but one is save-pretrained on dequantized models and the other is a flash-attention loading crash; not the same code path." + "reason": "Unused SGD args and a warning about tie_word_embeddings are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is unrelated to auto_mappings cleanup." + "reason": "Gemma processor loading import failure and a missing import_utils helper for Falcon availability are separate import issues." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "A Python version compatibility problem is not the same as a specific model-load failure for physical-intelligence/fast." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained correctness are different regressions." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both touch tokenizer/embedding-like behavior, but one is a processor regression and the other is resize_token_embeddings not updating decoder.embed_tokens; different mechanisms." + "reason": "LlamaConfig validation for head_dim and Qwen3.5 kernel registration/decorator crash are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Image processor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + "reason": "A placeholder/garbage issue title and FP8 inference on B200 are clearly unrelated." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Missing PyTorch dependency import error is unrelated to embedding reinitialization after resize." + "reason": "auto_docstring annotation crash and Gemma processor import failure do not share the same code path." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Unrecognized model/config loading and PIL image processor torchvision dependency are different issues." + "reason": "Missing load balancing loss when router logits are off is distinct from Gemma 4 mm_token_type_ids defaulting behavior." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-specific load failure and the other is a sink-less flash_attention AttributeError on s_aux=None; different failures." + "reason": "Generic dependency issue vs PEFT version bump to an unreleased release; not the same bug." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Different missing dependency/import problems in different subsystems; not the same bug." + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated model/runtime problems." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Qwen2_5_VL import failure and a nonexistent import from image_utils are different missing-symbol issues." }, { "left": "issue:43299", - "right": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "Qwen3VL loading breakage and Qwen3.5 save_pretrained regression are distinct model/version issues." + "reason": "Qwen3.5/3.6 loading failure and incorrect visual-encoder keys on save_pretrained are different regressions." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Cache missing in generation is unrelated to ANSI codes in loading_report." + "reason": "Processor/tokenizer regression for custom model code vs Deepseek tokenizer output regression; same broad theme, different concrete bug." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length behavior." + "reason": "Video-classification pipeline using image processors and broad remote_code breakage are too different to be duplicates." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Python compatibility and a generic dependency issue are not the same root cause." + "reason": "Missing HybridCache import is a specific symbol issue; the other is a broad upgrade causing many import errors." }, { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary loss handling." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "A missing class import and a nonexistent import from image_utils are different API breakages." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs/behavior mismatch for pipeline scores is unrelated to model config loading failure." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "T5Gemma embedding resize and Whisper empty transcription after align_special_tokens are different tokenizer/model bugs." - }, - { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Generic unrecognized model/config and Qwen multimodal text_config unwrapping are distinct auto-model problems." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Optimizer SGD arguments not used is unrelated to a tie_word_embeddings warning during fine-tuning." + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale behavior are separate documentation problems." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Video-classification pipeline processor lookup and Gemma4 PLE device mismatch are different defects." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Llama head_dim validation and Qwen3.5 apply_rotary_pos_emb registration crash are different model/config issues." + "reason": "Deepseek tokenizer regression and Granite token-ID regression are separate tokenizer bugs, not one shared code-path fix." } ] }, @@ -11139,285 +11234,293 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:38175", - "issue:39692", - "issue:41950", - "issue:43295", + "issue:33290", + "issue:42994", "issue:43299", + "issue:43317", "issue:43441", "issue:43450", "issue:43479", "issue:43525", "issue:43650", "issue:43653", + "issue:43723", "issue:43854", + "issue:43881", "issue:43901", "issue:43976", + "issue:43994", "issue:44016", - "issue:44242", + "issue:44162", + "issue:44261", + "issue:44263", "issue:44279", - "issue:44291", "issue:44297", - "issue:44351", + "issue:44361", "issue:44462", "issue:44466", "issue:44521", - "issue:44617", "issue:44623", + "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:45020", + "issue:44987", "issue:45081", - "issue:45103", - "issue:45200", "issue:45276", - "issue:45278", "issue:45325", - "issue:45357", - "issue:45372", "issue:45397", "issue:45405", "issue:45542", "issue:45593", - "issue:45812", + "issue:45600", + "issue:45656", + "issue:45712", "issue:45823", "issue:45834", "issue:45907", + "issue:46123", "issue:46132", - "issue:46209" + "issue:46369" ], "soft_pairs": [ - "issue:43650|issue:46209", - "issue:45103|issue:45372", - "issue:44242|issue:45200", - "issue:44279|issue:45405", - "issue:38175|issue:44617", - "issue:44779|issue:45812", - "issue:43295|issue:44779", - "issue:43299|issue:45357", - "issue:44351|issue:45278", - "issue:44521|issue:45325", - "issue:41950|issue:45020", - "issue:39692|issue:43901", - "issue:41950|issue:45823", "issue:44683|issue:45542", "issue:43976|issue:45405", - "issue:44462|issue:45081", - "issue:44297|issue:44462", "issue:43299|issue:43854", + "issue:43976|issue:44279", + "issue:44297|issue:44462", "issue:43479|issue:43525", + "issue:43976|issue:44987", "issue:43450|issue:44279", "issue:45081|issue:45907", "issue:44466|issue:45276", "issue:43650|issue:46132", - "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:44623|issue:45397", "issue:44623|issue:44749", - "issue:43653|issue:45593" + "issue:44521|issue:45325", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:46123|issue:46369", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:44297|issue:45397", + "issue:43525|issue:43881" ], - "prepared_review_unit_hash": "8599896de06695f65cebcfef329568bc7d5519bcb5ab0159c0fad2d082a82543", + "prepared_review_unit_hash": "014111c5f621935d718a5e445bf0b7537b62e7a3a3ad868c49080358570e7a0f", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35557, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly a heterogeneous grab-bag of tokenizer, processor, multimodal, config, CI, and documentation regressions. The soft pairs share broad themes, but I don\u2019t see two artifacts in any pair describing the same concrete bug/change closely enough to merge as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out: the cluster is too heterogeneous, and the overlapping titles reflect broad subsystem similarity rather than one underlying bug.", + "summary": "A loose cluster of mostly unrelated closed issues, with a recurring theme of Transformers v5 regression reports around tokenizer/model loading. None of the soft pairs look like true duplicates or the same concrete fix target.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in the set, making it the best umbrella representative for the cluster\u2019s repeated v5 loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; any single issue would be arbitrary because the set spans unrelated failure modes and code paths.", + "best_issue_reason": "issue:43723 has the clearest general wording and spans the common failure mode seen across several nearby reports, so it is the most suitable anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Completely unrelated: placeholder data report vs FP8/B200 inference failure." + "reason": "Different subsystems and failures: flex_attention/torch compatibility vs TensorBoard/TensorFlow backend setup." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different bugs: auto-docstring annotation handling vs Gemma 4 processor import failure." + "reason": "Unrelated problems: Python version compatibility vs a PEFT minimum-version bump." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Separate training issues: router/load-balancing loss vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Both are model-loading complaints, but they concern different models and different loading breakages." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Only vaguely dependency-related; transformers compatibility issue is not the same as an unreleased peft version bump." + "reason": "A platform/version issue versus a vague dependency report; no shared concrete bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Unrelated model failures: SigLIP2 zero probabilities vs Sam3Video OOM." + "reason": "Both involve tokenizers, but one is bad save_pretrained metadata while the other is AutoTokenizer ignoring repository tokenizer.json." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Both tokenizer regressions, but different model families and likely different code paths." + "reason": "Different config bugs in different model families; no shared code-path failure." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Processor.tokenizer regression is distinct from Deepseek tokenization output changes." + "reason": "General Python/packaging compatibility vs one specific model load failure." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both Qwen multimodal issues, but loading failure and save_pretrained key serialization are different bugs." + "reason": "Video processor shape bug vs dependency issue; unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Import-related, but one missing symbol and the other a broad import-error report are not the same concrete defect." + "reason": "Tokenizer regex patch crash vs repo listing revision forwarding; different APIs and failure modes." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Different multimodal logic: assistant_masks bug vs rope_index temporal position scaling." + "reason": "Both touch weights/embeddings, but one is generic serialization inconsistency and the other is Gemma4 resize_token_embeddings behavior." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to remote_code breakage." + "reason": "No substantive overlap beyond generic code-quality wording." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Both docs issues, but they concern different examples and behaviors." + "reason": "FlashAttention model load failure vs OCR long-input index error; different models and code paths." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "No shared bug: image-processor lookup in video pipeline vs Gemma4 device placement mismatch." + "reason": "Missing files in processor.save_pretrained is unrelated to Gemma4 Zero3 from_pretrained behavior." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Different subsystems entirely: flex_attention compilation vs TensorFlow/tensorboard backend detection." + "reason": "Processor saving bug vs performance regression in filtering data; unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Unrelated versioning problems: Python support mismatch vs unreleased peft dependency." + "reason": "Multimodal assistant mask generation vs Qwen2.5-VL rope/temporal \u0564\u056b\u0580ology bug; not the same change." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both tokenizer loading bugs, but one ignores tokenizer.json and the other crashes in Mistral regex patching." + "reason": "BigBirdTokenizer special-token registration vs D-FINE denoising/aux-loss behavior; unrelated." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Serialization/save_pretrained mismatch vs AutoTokenizer loading preference are different directions of the pipeline." + "reason": "Quantized model saving failure vs dequantized model loading/offload failure; opposite directions and different bugs." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Different model-loading failures for different models and triggers." + "reason": "CI reference cleanup vs dummy class cleanup; both maintenance issues, but not the same artifact." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Distinct config classes and fields: multimodal defaults vs missing pad_token_id." + "reason": "DeepSpeed adafactor OOM and double-step behavior are not the same concrete bug." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Video processor shape bug is unrelated to a generic dependency issue." + "reason": "MaskGenerationPipeline batch-finalization bug vs model memory overflow; unrelated." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Tokenizer regex crash vs API forwarding regression in list_repo_files are unrelated." + "reason": "Both are GLM-related, but one is a config epsilon issue and the other is torch.split return handling." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Both touch model weights, but serialization inconsistency and resize_token_embeddings behavior are different code paths." + "reason": "Tokenizer AttributeError vs D-FINE training-loss behavior; no overlap." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Placeholder issue vs attention registration behavior change are unrelated." + "reason": "Different model regressions: CamemBERT masked-LM output vs DeepSeek tokenizer correctness." }, { "left": "issue:44016", - "right": "issue:44291", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are entirely unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights TypeError." + "reason": "Docs mismatch vs model/pipeline output regression; not a duplicate." }, { "left": "issue:43441", - "right": "issue:45834", + "right": "issue:44683", "accept": false, - "reason": "Different model-specific failures: FlashAttention on Ministral vs long OCR index error in Kosmos2.5." + "reason": "Different attention backends and different failures; too broad to merge." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Both mention save/from_pretrained, but processor file omission and Gemma-4 zero3 loading are different defects." + "reason": "Both are loading-related, but one is a general AutoTokenizer v5 issue and the other is an ESM2-specific breakage." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained bug is unrelated to the reported performance regression." + "reason": "Tokenizer serialization metadata bug vs Gemma4 Zero3 loading bug; unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "BigBirdTokenizer decode bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Missing pad_token_id in Llama4Config vs GLM-4V loading failure; different model families and causes." } ] }, @@ -11436,286 +11539,300 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:33290", + "issue:16998", + "issue:22355", + "issue:36246", "issue:41628", - "issue:42175", - "issue:42994", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", "issue:43262", - "issue:43317", - "issue:43441", + "issue:43299", + "issue:43475", "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:44220", "issue:44242", "issue:44246", - "issue:44261", - "issue:44263", + "issue:44291", "issue:44295", - "issue:44297", "issue:44336", - "issue:44361", + "issue:44351", "issue:44373", + "issue:44485", "issue:44496", "issue:44521", "issue:44589", - "issue:44671", - "issue:44683", - "issue:44779", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44964", "issue:45103", "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45593", - "issue:45600", - "issue:45656", - "issue:45712", - "issue:45823", - "issue:46399" + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" ], "soft_pairs": [ - "issue:42994|issue:43317", - "issue:45600|issue:45712", - "issue:33290|issue:45656", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:42175|issue:43976", - "issue:44016|issue:45823", - "issue:43901|issue:43994", - "issue:43441|issue:44683", - "issue:43723|issue:44162", - "issue:43673|issue:43761", - "issue:44297|issue:45397", - "issue:43262|issue:44521", - "issue:43824|issue:43976", - "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:43525|issue:43643", + "issue:44016|issue:44291", "issue:44589|issue:45362", "issue:41628|issue:43976", "issue:44188|issue:44336", "issue:43784|issue:45542", + "issue:16998|issue:22355", + "issue:43673|issue:43761", "issue:44295|issue:45397", + "issue:43262|issue:44521", "issue:44336|issue:44373", "issue:45103|issue:46399", - "issue:45561|issue:45563", "issue:44242|issue:45593", - "issue:44246|issue:44496" + "issue:44246|issue:44496", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:44734|issue:46424", + "issue:36246|issue:44351", + "issue:43976|issue:44964", + "issue:44336|issue:46424", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:42886|issue:46132", + "issue:44242|issue:44857", + "issue:46291|issue:46399" ], - "prepared_review_unit_hash": "5dee2111a29cde0f93b2633c8a58a05f69a5463b797935521145995176e7999a", + "prepared_review_unit_hash": "427b05d55326b63f0a7668680c7e661d293fc43ba1631377d370d4cada86742b", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35889, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "soft_pair_count": 30, + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pairs look like true duplicates; they mostly share broad subsystems or regression patterns but target different code paths, models, or packaging/docs issues.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 is the strongest representative issue in this set: it is open, has the most visible user impact and corroboration, and describes a concrete multimodal `apply_chat_template` regression.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only superficial keywords (imports, caches, models, or docs) but not the same underlying bug/change. I would reject all duplicate links.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical target here; the items span unrelated bugs across import errors, model loading, cache behavior, docs, and performance.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue to keep as the cluster representative because it is current, well-discussed, and reproducible; the rest are clearly separate bugs.", + "best_issue_reason": "No clear best issue for consolidation. The cluster does not form one coherent duplicate set, so picking a representative would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both involve quantization/offload, but one is about saving quantized models and the other about loading a dequantized model with `device_map=auto`; different failure modes." + "reason": "Docs mismatch for a pipeline argument vs intermittent import slowness; unrelated problems." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both are repo-maintenance/CI problems, but one is stale `auto_mappings.py` references and the other is leftover dummy classes leaking into `dir(transformers)`." + "reason": "Both involve config/attribute issues, but different code paths and causes (`pad_token_id` missing vs remote-code config field loss)." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Both mention DeepSpeed optimizer behavior, but one is OOM with Adafactor and the other is double `optimizer.step()` calls; not the same bug." + "reason": "Notebook syntax error and `init_empty_weights` argument error are unrelated." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Completely different code paths: missing `rms_norm_eps` in MLA q_a_layernorm versus `torch.split()` return handling in GlmMoeDsaIndexer." + "reason": "Different failures: missing Float8 storage vs Qwen3.5 chat crash." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE auxiliary losses when denoising is off." + "reason": "Import symbol error and Python-version compatibility issue are not the same bug." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT masked-LM predictions and the other is Deepseek tokenizer behavior; different components." + "reason": "Attention-kernel divergence and ANSI output formatting are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Packaging/install backend issue versus Python-version compatibility issue; no shared underlying bug." + "reason": "Sentence-transformers import `NameError` and TensorFlow backend detection are different dependency issues." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "A notebook syntax error and a Gemma4 device-mismatch forward bug are unrelated." + "reason": "Model max length question vs missing `transformers.onnx` module; not duplicates." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Docs mentioning `return_all_scores` is not the same as bad `AutoModel`/pipeline outputs for SigLIP2." + "reason": "Both are v5 regressions, but one is chunked prefill cache handling and the other is CLIP hidden-states output." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Both are attention-kernel regressions, but they affect different kernels, versions, and code paths; too broad to merge." + "reason": "`position_ids` buffer access error and Gemma-4 ZeRO3 loading failure are distinct." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer loading failure and ESM2 runtime breakage are different issues." + "reason": "Both touch multimodal chat templates, but one is sampling-rate defaulting and the other is assistant-mask generation." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Generation cache/chunked-prefill bug versus CLIPVision hidden-states regression; distinct modules." + "reason": "ANSI logging artifact vs docstring wording; not the same bug." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 `from_pretrained` crash are unrelated." + "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration error are unrelated." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Both touch `apply_chat_template` in multimodal contexts, but one is audio sampling-rate defaulting and the other is assistant-mask generation; different bugs." + "reason": "Missing load-balancing loss and missing auxiliary losses are different model-specific training bugs." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Missing model import and Python-version support are unrelated." + "reason": "Import performance issue vs model-type config error; no shared root cause." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Llama4 missing `pad_token_id` and GLM-4V loading failure are different model-specific loading problems." + "reason": "Both involve Qwen/moe regressions, but different versions, models, and failure modes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "A documentation mismatch and intermittent import slowness are not the same underlying issue." + "reason": "Import slowness and Gemma EOS-token inconsistency are unrelated." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Both involve config fields, but one is a specific model config missing `pad_token_id` while the other is `trust_remote_code` dropping fields on `AutoConfig`; different causes." + "reason": "Terminal ANSI output bug and GLM-5 RoPE discussion are unrelated." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage support error versus Qwen3.5 chat crash; unrelated." + "reason": "Missing export and Python-version support problem are not duplicates." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "`AutoImageProcessor` import failure is unrelated to the Python-version compatibility bug." + "reason": "Video pipeline image-processor lookup and audio fbank extraction are different modality bugs." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Torch.compile attention-kernel divergence and stray ANSI codes in loading_report are unrelated." + "reason": "Both are import errors, but for different packages and symbols with different root causes." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Both are import-time dependency issues, but they come from different missing backends and different code paths; not the same bug." + "reason": "Serving KV-cache continuation bug and cache-length config behavior are different cache issues." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Buffer read error for `position_ids` and Gemma4 zero3 loading failure are different problems." + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`)." }, { - "left": "issue:44297", - "right": "issue:44373", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Tokenizer save config mismatch and a wrong docstring are clearly unrelated." + "reason": "Python compatibility note and a specific multimodal model-loading failure are unrelated." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Auto-docstring failure with future annotations and missing decorator registration for rotary embeddings are different issues." + "reason": "ANSI formatting issue and cache config semantics are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Pytest-xdist race in testing utils and a stale generate warning are unrelated." + "reason": "`position_ids` buffer error and Chinese report of slowdown after upgrade are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 attribute error and SAM litetext memory overflow are different problems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior change are unrelated." }, { "left": "issue:44242", - "right": "issue:45593", + "right": "issue:44857", "accept": false, - "reason": "Both are losses gated by flags, but they affect different models and different loss terms; not the same code-path bug." + "reason": "Different loss computation bugs in different models." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Import slowness and unrecognized-model config errors are unrelated." + "reason": "Kernels dependency/version requirement and Qwen3.5 kernel decorator registration failure are distinct issues." } ] }, @@ -11737,296 +11854,284 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "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:43540", "issue:43596", + "issue:43653", "issue:43673", "issue:43901", "issue:44162", - "issue:44220", - "issue:44242", "issue:44246", - "issue:44295", - "issue:44336", - "issue:44351", - "issue:44485", + "issue:44466", + "issue:44479", + "issue:44483", "issue:44496", "issue:44561", - "issue:44734", - "issue:44749", "issue:44779", - "issue:44857", - "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", "issue:45003", + "issue:45081", "issue:45137", "issue:45200", "issue:45250", "issue:45292", + "issue:45335", "issue:45362", + "issue:45375", + "issue:45397", "issue:45412", + "issue:45459", "issue:45561", + "issue:45563", "issue:45584", + "issue:45600", + "issue:45656", + "issue:45685", "issue:45701", + "issue:45759", "issue:45859", "issue:46123", - "issue:46132", - "issue:46291", - "issue:46369", + "issue:46170", + "issue:46202", "issue:46399", - "issue:46424" + "issue:46431" ], "soft_pairs": [ - "issue:42491|issue:43299", - "issue:43531|issue:45362", - "issue:43526|issue:45003", - "issue:41950|issue:44220", - "issue:42886|issue:46132", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:44734|issue:46424", - "issue:45003|issue:45561", - "issue:44336|issue:46424", "issue:44779|issue:45292", - "issue:44295|issue:44749", - "issue:43475|issue:46369", - "issue:44242|issue:44857", - "issue:36246|issue:43596", - "issue:46291|issue:46399", + "issue:45081|issue:45362", "issue:45859|issue:46399", "issue:43673|issue:44561", "issue:43901|issue:45003", "issue:44162|issue:45200", "issue:43352|issue:45250", + "issue:36246|issue:43596", + "issue:43526|issue:45003", "issue:44496|issue:45003", "issue:43257|issue:45137", "issue:45292|issue:45584", "issue:43262|issue:44246", "issue:45412|issue:46123", "issue:45292|issue:45701", - "issue:44561|issue:46399" + "issue:44561|issue:46399", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:45685|issue:46431", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44483|issue:46202" ], - "prepared_review_unit_hash": "3b58746e6e0437d69ca5591e3bf73d59000249877c60774206c056eb99c53def", + "prepared_review_unit_hash": "413370486a58a8a1ee5b794144c0cd7c2fc57f284380e5603195a8928969f084", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36021, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers regressions and breakages, mostly around v5/Qwen-related loading, tokenization, cache, and import/export issues. The soft-similarity pairs look superficially related by model family or version upgrade, but they do not share the same concrete bug or code path, so none should be merged.", + "summary": "No strong duplicate cluster here: the soft-linked pairs mostly share broad subsystems (Qwen, DeepSpeed, generation, tokenizers) but point to different failure modes, models, or code paths. I would not merge any of the candidate pairs.", "confidence": 0.9, - "canonical_issue_reason": "Issue 44561 is the best representative because it captures a broad, user-visible v5 compatibility regression affecting remote-code models, which is the most central theme in this cluster.", + "canonical_issue_reason": "If a representative issue is needed, issue:44479 is the broadest recent user-facing regression here, spanning multiple related Qwen multimodal variants and describing a concrete broken code path.", "canonical_pr_reason": null, - "best_issue_reason": "44561 is more general and impactful than the narrow model-specific or single-API import failures, so it best summarizes the cluster\u2019s main breakage pattern.", + "best_issue_reason": "issue:44479 is the best single representative because it is a clear, high-impact regression with a specific reproduction and wider surface area than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both mention Qwen/MoE and hf5.x, but one is a LoRA conversion/loading problem and the other is a Qwen3VL model-loading regression; different code paths and fixes." + "reason": "Both are v5 regressions, but one is DeepSeek tokenization output corruption and the other is resize_token_embeddings not updating output embeddings; different bugs." }, { - "left": "issue:43531", + "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related, but one is a sliding_window behavior issue and the other is a chat crash for Qwen3.5-35B; not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is an image-processor bug; modeling_utils sys.modules access is a separate import-safety issue." + "reason": "Mistral regex patch crash and Qwen3.5 chat failure are unrelated model/path failures." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Video-classification pipeline image-processor lookup is unrelated to the _torch_extract_fbank_features audio bug." + "reason": "Both mention Qwen3.5, but one is CPU offload rotary embedding compatibility and the other is a missing decorator for kernel registration; not the same bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different subsystems with no shared underlying defect." + "reason": "Generation cache handling in chunked prefill and removal of is_torch_fx_available affecting trust_remote_code are separate regressions." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Import-time slowness and Gemma eos_token_id inconsistency are unrelated." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "ANSI-code leakage in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model-specific issues." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate the same root cause." + "reason": "One is an unsupported-model error for FA2; the other is a generic Flash Attention 2.0 topic with no matching failure mode." }, { "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are missing-import reports, but Qwen2_5_VLImageProcessor and HybridCache are separate export failures." - }, - { - "left": "issue:44734", - "right": "issue:46424", + "right": "issue:43596", "accept": false, - "reason": "KV-cache continuation tensor indexing and max_cache_length handling are distinct cache bugs." + "reason": "ImportError for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to pytest-xdist file-race behavior in testing utilities." + "reason": "BEiT label reduction bug and sys.modules access bug do not share the same code path." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Terminal-ANSI output handling and cache-length configuration are unrelated." + "reason": "Unrecognized model/config loading failure is distinct from modeling_utils sys.modules misuse." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different model/tokenizer behaviors." + "reason": "Both involve DeepSpeed, but one is weight conversion during load and the other is a ZeRO3 deque underflow; different concrete problems." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Registering position_ids as a buffer causing an error is unrelated to the Chinese report about data filtering slowdown after upgrade." + "reason": "resize_token_embeddings/output embeddings mismatch is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "SAM3 video output attribute error and SAM3 litetext memory overflow are different failures." + "reason": "Audio processor sampling-rate defaulting and slow import behavior are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are separate training bugs." + "reason": "Memory release on delete and a final-batch mask generation bug are different subsystems and failures." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Qwen2_5_VL import failure and DeepSpeed ZeRO3 BertModel IndexError are unrelated." + "reason": "trust_remote_code breakage from a removed helper is unrelated to Qwen3.5 kernel registration." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Kernels v0.15 import/version requirement and Qwen3.5 apply_rotary_pos_emb registration failure are different integration issues." + "reason": "Strict-config field dropping and from_config not unwrapping text_config are both Qwen multimodal, but they are different config-handling bugs." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as the missing-decorator crash for kernel registration." + "reason": "Both are strict-config related, but they affect different configs and different missing-field behavior." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Chunked prefill cache-missing behavior and trust_remote_code breakage from removed API are distinct v5 regressions." + "reason": "A pytest-xdist file race and a stale warning in paged generate are unrelated." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Documentation mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Loading failure for a specific model and protobuf decode-error masking are different error paths." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are separate model-family issues." + "reason": "Gemma-4 ZeRO3 loading and optimizer step being called twice under DeepSpeed are separate bugs." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Nemotron Flash Attention support error and the generic Flash Attention 2.0 issue are not the same concrete bug." + "reason": "Both concern weights/embedding serialization, but one is inconsistent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; not the same code path." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Unrecognized model/config loading and sys.modules access are different model-discovery issues." + "reason": "MoE MPS histogram support and missing chat template errors are unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and ZeRO3 deque pop IndexError are separate distributed-loading bugs." + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type-id defaults are different model behaviors." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Output embeddings not resizing and Whisper empty-transcription generation failure are unrelated." + "reason": "DeepSpeed deque pop underflow and auto_mappings.py referencing removed configs are not the same underlying bug." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Audio processor sampling-rate default and import slowness are different issues." + "reason": "Both are video-input failures, but they hit different models and different internal objects/code paths." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "RT-DETR model memory not released and partial-batch dropping in MaskGenerationPipeline are unrelated lifecycle/pipeline bugs." + "reason": "Qwen multimodal video regression and a Windows/ROCm torch.distributed import problem are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Embedding resize behavior and version-dependent tokenization changes are not the same bug." + "reason": "Tokenizer special-token registration bug and ESM2 model breakage are different issues." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models and Qwen3.5 kernel-registration crash are separate v5 compatibility regressions." + "reason": "Chat/completions request handling and Gemma pipeline roundtrip tokenization are unrelated." } ] }, @@ -12045,20 +12150,27 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", "issue:42886", + "issue:42994", "issue:43065", "issue:43408", "issue:43475", - "issue:43540", - "issue:43653", + "issue:43482", + "issue:43643", + "issue:43646", "issue:43701", "issue:43906", "issue:43931", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", @@ -12066,293 +12178,265 @@ "issue:44297", "issue:44361", "issue:44368", - "issue:44466", - "issue:44479", - "issue:44483", "issue:44623", "issue:44749", "issue:44869", + "issue:44871", "issue:44877", + "issue:44933", "issue:44977", - "issue:44987", "issue:44995", - "issue:45137", - "issue:45200", + "issue:45003", + "issue:45092", "issue:45229", - "issue:45335", + "issue:45230", "issue:45356", - "issue:45375", + "issue:45381", "issue:45397", - "issue:45459", + "issue:45561", "issue:45563", "issue:45584", "issue:45588", - "issue:45600", "issue:45656", - "issue:45685", - "issue:45759", "issue:45987", "issue:46082", - "issue:46123", + "issue:46132", "issue:46170", - "issue:46202", - "issue:46421", - "issue:46431" + "issue:46202" ], "soft_pairs": [ - "issue:45375|issue:45759", - "issue:44877|issue:45375", - "issue:45685|issue:46431", - "issue:44987|issue:45459", - "issue:45397|issue:45656", - "issue:44466|issue:45335", - "issue:44995|issue:45200", - "issue:45137|issue:45600", - "issue:43475|issue:43540", - "issue:43906|issue:46202", - "issue:42886|issue:45229", - "issue:44479|issue:46170", - "issue:43653|issue:44162", - "issue:44060|issue:44077", - "issue:44483|issue:46202", "issue:44368|issue:44977", "issue:43065|issue:43408", "issue:44995|issue:45588", "issue:44368|issue:45563", - "issue:44188|issue:46202", + "issue:43906|issue:46202", "issue:44877|issue:46170", "issue:45987|issue:46082", "issue:43931|issue:44368", - "issue:44188|issue:46421", - "issue:43065|issue:46123", + "issue:45003|issue:45561", + "issue:44060|issue:44077", + "issue:42886|issue:45229", "issue:44297|issue:44623", "issue:45584|issue:46170", "issue:44361|issue:44749", "issue:44623|issue:45656", "issue:44749|issue:45656", + "issue:43701|issue:44749", "issue:44869|issue:45356", - "issue:43701|issue:44749" + "issue:43646|issue:44162", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44188|issue:46202", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "da538194b9b5d684dbed3b17668692dfcd358b5290d9b04db334bd9717fd265c", + "prepared_review_unit_hash": "d0ab7766f6b2c57dc78c412d5c2fca7f443f89147f6712c27118c743fc44a743", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37441, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "soft_pair_count": 29, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: tokenizer/save_pretrained, multimodal config loading, DeepSpeed, cache/compile, and model-specific regressions are all mixed together. The soft pairs look like weak topical similarities rather than the same underlying bug or change, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and the soft pairs only show loose thematic overlap. If one representative is needed, issue:44623 is the closest user-facing serialization/save_pretrained bug in the set.", + "summary": "This is a loose, mostly unrelated collection of Transformers bug reports with no convincing duplicate issue/PR pair. The best representative issue is a broad v5 regression ticket rather than a model-specific edge case.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: Transformers 5.0 breaking custom model initialization. It is more central and representative than the narrower model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44623 is the best representative of the small save_pretrained/serialization subtheme and has a concrete, user-visible failure mode.", + "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it describes a core, user-facing compatibility break in v5 and overlaps conceptually with several other regression-style reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is incorrect text_config unwrapping; different code paths." + "reason": "Both mention Qwen3.5, but one is a config warning during LoRA fine-tuning and the other is a flash-attention generation failure. Different bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Both mention strict/config loading, but they affect different models and fail for different reasons." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning. Not the same code path." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Unrelated failures: an MPS histogram error versus missing chat-template support in a processor." + "reason": "Different failures in different areas: GLM MoE stale cache on second forward vs flash-attention crashing on s_aux=None." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "One is a model loading regression; the other is tokenizer error masking when protobuf is absent. Not the same bug." + "reason": "A Qwen3.5 tied-weights warning is unrelated to a paged generate() stale warning for num_return_sequences." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained issue and the other is double optimizer stepping." + "reason": "Isolated reproduction of one issue versus a Gemma tokenizer roundtrip failure. No shared underlying bug." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Both touch tied weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm torch.distributed import dependency problem." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Gemma4 requiring mm_token_type_ids default zeros." + "reason": "StaticCache returning a shape-(1,) tensor and LlamaConfig head_dim validation are distinct API/validation issues." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure versus stale auto_mappings references; no shared underlying bug." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are different model-loading problems." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Both are video-related, but they affect different models and different failure modes." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "The titles suggest tokenization/roundtrip issues, but one is an isolated reproduction of an older issue and the other is a Gemma-specific Unicode pipeline failure." + "reason": "Qwen3-Next tied-weights warnings and patchtsmixer post_init policy are unrelated changes." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading and CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading failure is not the same as a Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:44479", + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files. Different defects." + }, + { + "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to a Windows ROCm import/dependency error." + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/AMD ROCm torch.distributed import error." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different subsystems and bugs." + "reason": "MLukeTokenizer AttributeError and a transformers upgrade slowdown are not the same bug." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is an unrelated patchtsmixer post_init policy issue." + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step() twice." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "An API request rejection in /v1/chat/completions is not the same as a Gemma pipeline roundtrip tokenization failure." + "reason": "A performance regression after upgrade does not match a double optimizer-step bug." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Both involve Qwen3.5, but one is a tied-embedding warning and the other is a flash-attention generation regression." + "reason": "Checkpoint resume key mismatch and slower filtering after upgrade are different issues." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Same SAM3 family, but a dummy Conv2d in the pixel decoder is a different issue from a sam3_video/sam3_tracker config mismatch." + "reason": "Whisper timestamp decode crashing on a trailing replacement character is unrelated to a Kimi tokenizer codec regression." }, { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "A stale indexer-cache crash is unrelated to flash_attention crashing on s_aux=None." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Both are warning-related, but about different messages and different generation code paths." - }, - { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to the Gemma Unicode roundtrip issue." - }, - { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." + "reason": "A generic custom-model initialization regression is not the same as an ESM2-specific breakage report." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate API issues." + "reason": "Generic bug report versus Gemma-4 ZeRO3 from_pretrained failure; no shared underlying issue." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning in Qwen3.5 are different problems." + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/compile behavior, but one is diverging kernels and the other is lazy cache init causing recompilation." - }, - { - "left": "issue:43065", - "right": "issue:46123", + "right": "issue:46202", "accept": false, - "reason": "SAM3 pixel-decoder scaffolding and mask-generation batch handling are unrelated." + "reason": "A torch.compile attention-kernel branching bug is unrelated to a Gemma pipeline roundtrip failure on \u2581." }, { - "left": "issue:44297", + "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained/serialization bugs, but one is tokenizer_class metadata mismatch and the other is missing processor files." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different areas and different symptoms." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Whisper empty-transcription decoding and a Windows ROCm import error are unrelated." + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure in v5." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not the same underlying bug." + "reason": "SAM3 VisionEncoderOutput missing fpn_position_embeddings and Qwen2.5-VL video vision_position_ids are unrelated." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Processor save_pretrained missing files and double optimizer stepping under DeepSpeed are unrelated." + "reason": "Missing SAM3 output attributes and trust_remote_code missing fields are distinct model-loading problems." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "A slowdown regression and a DeepSpeed step-count bug do not share the same code path." + "reason": "AutoModel missing PyTorch is an environment import error, not a loading hang." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are different tokenizer bugs." + "reason": "TF32 API settings guidance is unrelated to old InternVL2 remote-code checkpoints breaking under v5 meta initialization." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "resume_from_checkpoint key mismatch and a transformers performance regression are unrelated." + "reason": "Cannot import AutoImageProcessor and a nonexistent import from image_utils are related only at a broad import-error level, not the same concrete bug." } ] }, @@ -12371,309 +12455,308 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:28282", + "issue:30333", "issue:30990", + "issue:33290", + "issue:35141", "issue:36010", "issue:41628", - "issue:42371", + "issue:42175", "issue:42673", "issue:42831", + "issue:42898", "issue:42994", + "issue:43065", "issue:43232", - "issue:43475", - "issue:43482", + "issue:43278", + "issue:43377", "issue:43525", - "issue:43643", - "issue:43646", "issue:43673", "issue:43704", - "issue:43723", "issue:43784", "issue:43824", - "issue:43873", + "issue:43901", "issue:44038", - "issue:44162", "issue:44188", "issue:44222", + "issue:44242", "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", "issue:44623", - "issue:44871", - "issue:44933", - "issue:44945", + "issue:44792", "issue:44964", "issue:45081", - "issue:45092", "issue:45103", "issue:45137", - "issue:45230", "issue:45310", "issue:45375", - "issue:45381", - "issue:45397", "issue:45406", "issue:45478", - "issue:45753", + "issue:45561", + "issue:45600", + "issue:45712", "issue:46077", "issue:46123", - "issue:46132", "issue:46202", - "issue:46326", - "issue:46399" + "issue:46399", + "issue:46421" ], "soft_pairs": [ - "issue:43646|issue:44162", "issue:43232|issue:43673", - "issue:45230|issue:45397", - "issue:44871|issue:46132", - "issue:44038|issue:44623", - "issue:42994|issue:43482", - "issue:43475|issue:45381", - "issue:43475|issue:43643", - "issue:28282|issue:30990", - "issue:42371|issue:45092", - "issue:41628|issue:44933", + "issue:44188|issue:46421", "issue:45375|issue:45478", - "issue:45406|issue:46202", "issue:42994|issue:43525", - "issue:43723|issue:46326", "issue:45310|issue:45375", "issue:43784|issue:46399", "issue:42673|issue:43704", "issue:45081|issue:45103", - "issue:43873|issue:44945", - "issue:43232|issue:44188", "issue:44964|issue:45137", "issue:41628|issue:44351", - "issue:44945|issue:45753", + "issue:45406|issue:46202", "issue:44222|issue:45310", "issue:42994|issue:43824", "issue:46077|issue:46123", "issue:44038|issue:45310", "issue:36010|issue:41628", - "issue:42831|issue:44222" + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43065|issue:46123" ], - "prepared_review_unit_hash": "d742f5fee4e7ad83b573b548343f587cdf9be1214229485a57abd5d18277cdc1", + "prepared_review_unit_hash": "09441b868f0b7b5d8b02bd9196e3e9acf16955adb29ffd17486bc8d8491c59af", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36348, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by broad Transformer/model-family themes, not true duplicates. The strongest confirmed duplicate in the soft edges is the Qwen3ForCausalLM VRAM leak pair (42673/43704). The packet also contains another exact-title duplicate pair, issue:45310 and issue:45478, so the cluster is not dominated by a single unique duplicate case.", - "confidence": 0.89, - "canonical_issue_reason": "issue:42673 is the earlier report in the exact duplicate pair with issue:43704, and both describe the same Qwen3ForCausalLM VRAM leak symptom.", + "summary": "This set is mostly heterogeneous and does not form one coherent duplicate cluster. The only strong duplicates are two exact-title pairs: Qwen3ForCausalLM VRAM leak and Qwen3.5 MoE from_pretrained error.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue representative because it is the earliest exact duplicate match for the Qwen3ForCausalLM VRAM leak and has the most canonical wording.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Both are Transformers v5 regressions, but they affect different model paths and symptoms." - }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation-related, but sync_gpus handling and chunked_prefill cache behavior are different bugs." + "reason": "Both are generation/cache-related, but they describe different code paths and failures." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Generic bug report vs Gemma4 ZeRO3 from_pretrained failure; not the same defect." + "reason": "Attention-kernel branching on torch.compile is a different bug from lazy cache init causing recompilation." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "EOS token config mismatch and AttentionInterface.register behavior change are different issues." + "reason": "Same model family, but one is a missing vision config field and the other is only a generic from_pretrained failure." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Different concrete failures: Qwen3-VL-Moe v5 breakage vs processor.save_pretrained missing files." + "reason": "Quantized save failure and missing pad_token_id are unrelated failure modes." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct code paths." + "reason": "Both mention Qwen3.5 MoE, but one is a generic load error and the other is a specific config-field omission." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Different model families and failure modes: SAM 3 output attribute error vs qwen2.5-vl video position IDs." + "reason": "Both are import/registration crashes, but they involve different symbols and different code paths." }, { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM 3 Video attribute error and AutoConfig missing fields under trust_remote_code are unrelated." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers getting stuck are unrelated." + "reason": "Both crash with AttributeError, but in different modules and unrelated logic." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "TF32 API settings and remote-code meta-init incompatibility are different problems." + "reason": "These are unrelated: Phi-4 multimodal loading vs a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:41628", - "right": "issue:44933", + "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different export paths." + "reason": "Both are import errors from transformers, but for different missing names and likely different causes." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Same model family, but missing config field vs from_pretrained error is not enough to treat as one bug." + "reason": "Gemma-related, but one is a processor attribute crash and the other is a tokenizer roundtrip issue." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different code paths." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained are different concrete bugs." }, { "left": "issue:42994", - "right": "issue:43525", + "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different bugs." + "reason": "Quantized model saving and an import error for a different model class are unrelated." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior are distinct issues." + "reason": "Both touch generation/pipeline behavior, but one is attention masking and the other is final-batch result dropping." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Related Qwen3.5 issues, but one is a from_pretrained error and the other is a missing config field." + "reason": "Different Qwen3.5/VL-Moe regression than the generic from_pretrained error." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Sentence-transformers import NameError and apply_rotary_pos_emb registration failure are unrelated." + "reason": "Both are import failures, but for different exported classes and different root causes." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same VRAM leak symptom; clearly the same underlying bug." + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same bug as FP8 MoE save_pretrained failure." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Different functions and different contexts: mistral regex patch vs auto-docstring annotation handling." + "reason": "Packaging/backend dependency issue and dummy-class cleanup issue are unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Offloading with quantization and incorrect pipeline-parallel output are distinct failures." + "reason": "Model config loading failure is unrelated to the xdist captured_info.txt race." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Different generation/attention paths with no concrete evidence of the same defect." + "reason": "Test-file race and removed dummy Sam3LiteText configs are different issues." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Docstring/API behavior mismatch is unrelated to the xdist file race." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both are import/export regressions, but they concern different missing names and APIs." + "reason": "Generation cache sync bug and janus image-generation test failure are different problems." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on one image are different bugs." + "reason": "Missing padding-mask support and missing load-balancing loss are different code paths." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are opposite directions and not the same issue." + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are separate tokenizer bugs." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + "reason": "Embedding dtype drift in eval and a ZeRO3 deque error are unrelated." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Gemma4 attention-mask construction and final-partial-batch handling in MaskGenerationPipeline are different components." + "reason": "Sentence-Transformers loading stall and embedding reinit on resize are unrelated." }, { - "left": "issue:44038", + "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen and Transformers v5, but the concrete failures differ." + "reason": "Processor save_pretrained file omission is not the same as the Qwen3.5 MoE load error." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-symbol regressions." + "reason": "MLflow reporting after failed training and Adafactor OOM are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained are not the same bug." + "reason": "Dummy Conv2d cleanup and final partial-batch dropping are unrelated bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary overstates uniqueness. The packet contains another obvious duplicate pair with the exact same title, issue:45310 and issue:45478, so it is not grounded to say the Qwen3ForCausalLM VRAM leak is the only clear duplicate. The 42673/43704 canonical choice is plausible, but the overall summary should be more conservative." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The summary correctly distinguishes the two exact-title duplicate pairs from the rest of the heterogeneous set, and the soft-edge rejections do not overclaim evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12686,24 +12769,24 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:27957", "issue:30333", - "issue:30990", - "issue:33290", + "issue:34689", "issue:35141", + "issue:36331", + "issue:41628", "issue:42175", "issue:42222", + "issue:42757", + "issue:42831", "issue:42898", - "issue:43232", - "issue:43278", - "issue:43377", + "issue:43475", "issue:43479", - "issue:43504", - "issue:43526", "issue:43723", "issue:43784", "issue:43824", @@ -12714,286 +12797,280 @@ "issue:44075", "issue:44079", "issue:44222", - "issue:44242", "issue:44295", "issue:44297", "issue:44448", - "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:45245", "issue:45310", "issue:45356", "issue:45405", - "issue:45561", "issue:45656", "issue:45712", "issue:45812", - "issue:46231" + "issue:46132", + "issue:46231", + "issue:46305", + "issue:46326" ], "soft_pairs": [ - "issue:43232|issue:44792", - "issue:42175|issue:45712", - "issue:44496|issue:45561", - "issue:43504|issue:45561", - "issue:42175|issue:44933", - "issue:43526|issue:45561", - "issue:43976|issue:44933", - "issue:42898|issue:44568", - "issue:43377|issue:44242", - "issue:43278|issue:45137", - "issue:30990|issue:35141", - "issue:44623|issue:45310", - "issue:30333|issue:33290", - "issue:43479|issue:44869", "issue:42222|issue:45200", "issue:42898|issue:45812", - "issue:43479|issue:44079", "issue:43723|issue:44568", - "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:44016|issue:46231", - "issue:42898|issue:45356", + "issue:42898|issue:44779", "issue:43874|issue:45092", "issue:44734|issue:45103", + "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:44075|issue:46231", + "issue:43723|issue:46326", "issue:42898|issue:44448", + "issue:42175|issue:44933", "issue:44222|issue:44297", - "issue:44060|issue:45125", "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:44297|issue:45656", - "issue:44933|issue:45712" + "issue:43976|issue:44933", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43479|issue:44869", + "issue:43475|issue:46305", + "issue:41628|issue:42757" ], - "prepared_review_unit_hash": "6708dd8dc5db9cd34b315ba62e88025c5b6e4257c0281fd1f607c2ffab23d7f8", + "prepared_review_unit_hash": "6e64490b4c67ef0bb15810eec7584088c26690af0d28b5f466693831679b9a0b", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37503, - "estimated_input_tokens": 9376, - "estimated_eval_tokens": 19008 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues grouped by lexical similarity; I found no true duplicate pairs and no PRs in this cluster.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42898 is the clearest representative of the repeated tokenizer/v5 regression theme, but the cluster is otherwise heterogeneous.", + "summary": "This cluster is a grab bag of unrelated Transformer issues (model-specific regressions, tokenizer bugs, packaging/import errors, docs, and optimizer/training problems). None of the soft-similarity pairs looks like the same underlying defect or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 has the most broadly framed, user-visible bug report among the mixed issues, so it is the best fallback representative.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Different bugs: generation kwargs sync handling vs a Janus image-generation test failure." - }, - { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Unrelated: missing TensorFlow backend in a torch extra vs leftover dummy class cleanup." + "reason": "Different subsystems and symptoms: VitPose model breakage vs Gemma 4 multimodal token type defaults." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Unrelated: model config loading error vs a pytest-xdist race in test utilities." + "reason": "Both are tokenizer regressions, but for different models and different failures; not the same bug." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Different areas and failure modes: BEiT preset loading vs captured_info.txt race." + "reason": "Both concern tokenization in v5, but one is AutoTokenizer loading and the other is missing BOS/EOS insertion for a specific tokenizer." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "No shared bug: backend dependency packaging vs a nonexistent import from image_utils." + "reason": "Both are import errors, but they involve different missing symbols in unrelated modules." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Different defects: BEiT image processor label reduction vs testing race condition." + "reason": "Notebook syntax error and doc parameter-name mismatch are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Different problems: Python version compatibility vs import error in image_utils." + "reason": "Both are v5 tokenizer regressions, but they affect different model families and different tokenization behavior." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths." + "reason": "Different multimodal loading paths: missing image-patch method vs remote-code meta-initialization incompatibility." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Different bugs: MIMI padding-mask inconsistency vs MoE load-balancing loss gating." + "reason": "Serve KV-cache indexing crash and auto-docstring annotation crash are unrelated code paths." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Different failures: embedding dtype drift vs DeepSpeed ZeRO3 deque underflow." + "reason": "Both are tokenizer regressions, but for different checkpoints and different codec/cleanup behavior." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Unrelated: Sentence Transformers load hang vs token-embedding resize/post_init reinit bug." + "reason": "Position-ids buffer access error is unrelated to deepspeed causing optimizer step to run twice." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Different code paths: processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained failure." + "reason": "Optimizer argument handling bug vs documentation typo; not the same issue." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Different operational failures: MLflow reporting on failed training jobs vs OOM with Adafactor in DeepSpeed." + "reason": "Different tokenizer bugs affecting different APIs and models." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Unrelated model/config init bug vs Whisper word-timestamp decode crash." + "reason": "Both are v4/v5 behavior changes, but one is a tokenizer cleanup issue and the other is a Pegasus output regression." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Different multimodal model issues: broken VitPose models vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Packaging/backend dependency issue vs nonexistent import in image_utils; unrelated." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and distinct symptoms." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Different artifacts: multimodal config initialization vs ModelOutput key assignment behavior." + "reason": "Version pinning to unreleased PEFT and leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Related only by tokenizer vocabulary of v5; one is AutoTokenizer loading, the other add_special_tokens output behavior." + "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both are v5 tokenizer regressions, but the affected models and failure mechanisms differ." + "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed optimizer double-step behavior." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Different import errors in different packages/models: sentence-transformers import vs Qwen2.5-VL symbol export." + "reason": "Python compatibility breakage and missing import from image_utils are different problems." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Different scopes: notebook syntax error vs documentation parameter-name mismatch." + "reason": "Nonexistent import and leftover dummy classes do not share the same root cause." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Both mention tokenizer regressions, but Kimi-K2.5 codec handling is a separate bug from clean_up_tokenization_spaces." + "reason": "Both touch save_pretrained, but for different object types and different failure modes." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Different multimodal loading failures: missing image-processor method vs legacy remote-code/meta-init incompatibility." + "reason": "XLMRoberta flash-attention support and MLflow reporting on failed jobs are unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Different failures: serve KV-cache continuation indexing vs auto_docstring parsing under future annotations." + "reason": "Training-job MLflow handling and Llama 3.2 vision model loading are unrelated." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Different bugs: buffer registration/reading issue vs optimizer step being called twice with DeepSpeed." + "reason": "Pegasus output regression and AttentionInterface registration behavior are unrelated." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Different areas: optimizer args ignored vs documentation parameter mismatch." + "reason": "FP8 accuracy issue and processor save_pretrained missing files are different bugs." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Different tokenizer/output regressions: Pegasus v4-v5 output mismatch vs clean_up_tokenization_spaces change." + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated internals." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Unrelated: FP8 MoE save_pretrained vs tokenizer_class mismatch in tokenizer_config.json." + "reason": "Category-limit runtime error and AttentionInterface behavior change are unrelated." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Different Qwen3-related issues: tied-weights warning bug vs missing tensor-parallel plan." + "reason": "Tokenizer config serialization bug and Qwen3.5 MoE from_pretrained error are different issues." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Unrelated: PEFT version pin bump vs dummy class cleanup." + "reason": "Multimodal config defaults and Whisper timestamp decoding crash are unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Different bugs: tokenizer save metadata vs DeepSpeed optimizer step duplication." + "reason": "SAM3 vision encoder attribute error and MoonshineStreaming off-by-one mask bug are unrelated." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Unrelated import/export issue vs leftover dummy classes in the repo." + "reason": "Both are import errors, but they involve different modules and different missing symbols." } ] }, @@ -13015,296 +13092,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:22355", - "issue:27957", "issue:28282", - "issue:30333", - "issue:34689", - "issue:35141", - "issue:36331", - "issue:41628", - "issue:42757", + "issue:30990", + "issue:38175", "issue:42831", + "issue:42907", "issue:43122", "issue:43232", - "issue:43475", + "issue:43408", "issue:43479", "issue:43644", "issue:43723", + "issue:43873", + "issue:44038", "issue:44190", "issue:44206", "issue:44222", + "issue:44261", "issue:44263", - "issue:44279", "issue:44295", - "issue:44297", + "issue:44360", "issue:44373", - "issue:44448", + "issue:44483", "issue:44484", "issue:44485", "issue:44623", "issue:44734", + "issue:44829", "issue:44871", + "issue:44945", "issue:44977", - "issue:44991", "issue:45071", "issue:45092", "issue:45103", - "issue:45245", "issue:45310", + "issue:45357", "issue:45381", + "issue:45406", "issue:45834", + "issue:46002", + "issue:46050", "issue:46082", - "issue:46132", "issue:46209", "issue:46305", - "issue:46328", + "issue:46402", "issue:46421", "issue:46424", "issue:46431" ], "soft_pairs": [ - "issue:27957|issue:30333", - "issue:44222|issue:44623", - "issue:30333|issue:34689", - "issue:44448|issue:46132", - "issue:42831|issue:44623", - "issue:43479|issue:43644", - "issue:30333|issue:36331", - "issue:46209|issue:46431", - "issue:30333|issue:35141", - "issue:22355|issue:28282", - "issue:45245|issue:46132", - "issue:44297|issue:45310", - "issue:43122|issue:46209", - "issue:43475|issue:46305", - "issue:41628|issue:42757", "issue:45071|issue:46082", "issue:43723|issue:44977", "issue:45381|issue:46305", "issue:44206|issue:45103", "issue:43232|issue:46424", - "issue:44734|issue:46421", + "issue:46209|issue:46431", "issue:44295|issue:44623", + "issue:44734|issue:46421", "issue:44222|issue:44484", + "issue:43873|issue:44945", "issue:44263|issue:45092", "issue:43232|issue:45834", - "issue:44190|issue:46082", + "issue:43122|issue:46209", "issue:44373|issue:44485", + "issue:44190|issue:46082", "issue:43723|issue:44871", - "issue:43723|issue:44991", - "issue:44279|issue:46328" + "issue:44483|issue:45406", + "issue:43479|issue:43644", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:22355|issue:28282", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "0ee7ae2b9bd76948c0ca7f37f9802ca143d03fd8e49f97960695ef12a0b197f1", + "prepared_review_unit_hash": "9aee9fdeff9a30769deed6fdc190976b8de8dd4d68ee873075150321cf47d664", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35873, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, model-specific regressions, trainer API breakages, cache/generation bugs, and save/load issues. No soft pair looks like the same underlying bug or change, so none should be merged.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "A heterogeneous cluster of mostly unrelated Transformers issues: loading/import errors, generation/cache regressions, model-specific config bugs, quantization/save_pretrained problems, and a few docs/title-only items. I don\u2019t see a true duplicate pair among the provided soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the strongest canonical representative: it is open, has the most discussion/inbound references, and covers a broad, active regression area around quantized/offloaded model behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the most representative high-level regression report in the set: it describes a concrete Transformers v5.0.0 framework bug affecting buffer initialization, which is closer to the cluster\u2019s recurring version-regression theme than the more model-specific or environment-specific reports.", + "best_issue_reason": "Issue 43873 is also the best overall issue candidate because it is still open, seems higher-impact, and is more central than the narrower model-specific bugs in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention 2 model support vs MLflow reporting after failed training." + "reason": "Different problems: one is a v5.4 type-checking regression in PretrainedConfig, the other is LlamaConfig validation for explicit head_dim. Same version theme, not the same code-path bug." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/MoE checkpoint handling and the other is processor file export; not the same bug." + "reason": "Both involve tokenizer/model loading, but the symptoms and targets differ: tokenizer loading in v5 versus Qwen3.5 flash-attention generation failure." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Unrelated issues: MLflow job finalization vs a Llama 3.2 vision model-loading regression." + "reason": "Both mention position/mask-like logic, but one is a Qwen2.5-VL video position_ids issue and the other is a MoonshineStreaming sliding-window off-by-one bug in a different subsystem." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Both are model/runtime behavior changes, but one is Pegasus output drift across versions and the other is AttentionInterface.register altering a callback\u2019s behavior." + "reason": "One is a feature-extractor argument regression; the other is an auto_docstring crash with future annotations. No shared concrete bug." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 vs missing files from processor.save_pretrained; different failure modes and code paths." + "reason": "Both touch generation/cache behavior, but one is about sync_gpus and updating model kwargs during generation, while the other is cache length handling for quantized cache only." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both concern config/init behavior, but Phi4MultimodalConfig default construction is a different bug from non-persistent buffer initialization in v5.0.0." + "reason": "Unrelated: FP8 inference on B200 versus a processor missing a chat template. No common underlying defect." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "MLflow reporting bug vs Trainer API signature breakage; no shared underlying change." + "reason": "Both are save/load-ish complaints, but one is about reading registered position_ids buffers and the other is processor.save_pretrained missing files. Different code paths." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "FP8 inference on B200 vs chat template absence during apply_chat_template; unrelated functionality." + "reason": "Different runtime failures in serving/cache handling: KV-cache continuation tensor indexing versus cache lazy initialization causing recompilation." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Training-job reporting vs token embedding resize/post_init reinitialization; different code paths." + "reason": "FP8 save_pretrained for moe is not the same as asking why max_shard_size defaults to 50GB in save_pretrained." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Import errors from different causes: missing transformers.onnx module vs missing PyTorch dependency for AutoModel." + "reason": "Both are broad runtime issues, but one is quantized offloading and the other is wrong output under pipeline parallelism. Not the same bug." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Category-count runtime limit vs AttentionInterface.register behavior change; no same bug." + "reason": "Different model/code paths: a torch.split return-values issue in GlmMoeDsaIndexer versus meta-initialization incompatibility for old InternVL2 remote-code checkpoints." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer.save_pretrained mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Different failures: generation kwargs after sync_gpus versus Kosmos2.5 OCR long-input index errors." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output differences across versions vs FP8 inference failure on B200; separate issues." + "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "SAM 3 video attribute error vs MoonshineStreaming sliding-window off-by-one; different models and logic." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a functional model behavior issue." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different packages and failure causes." + "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; distinct configuration bugs." + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are both config/load issues, but they are different concrete bugs." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer loading regression in v5 vs Qwen3.5 flash-attention generation failure; not the same path." + "reason": "Chat/completions request rejection in v5.3 is unrelated to Gemma4Processor missing _tokenizer in serve." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Vision position id issue in qwen2.5-vl video input vs streaming mask off-by-one in MoonshineStreaming." + "reason": "Phi4MultimodalConfig default-init bug is not the same as v5.0 non-persistent buffers being filled with junk." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Feature extractor center-arg regression vs auto_docstring crash with future annotations; unrelated code paths." + "reason": "Both mention DSA/indexer, but the reported defects differ: torch.split return handling versus a missing ReLU. Similar component, not the same bug." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs cache max length being honored only for quantized cache; different generation/cache behaviors." + "reason": "Sentence Transformers loading hangs versus SIGLIP2 zero probabilities. Different models and failure modes." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Serve-time KV cache continuation indexing bug vs spurious recompilation from cache lazy initialization; distinct symptoms and fixes." + "reason": "Both involve save_pretrained after quantization, but one is dequantized Ministrals/Devstrals failing to save and the other is sinq quantization breaking round-trip load. Not enough to treat as the same bug." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Reading a buffer after registration issue vs processor.save_pretrained missing files; unrelated buffer vs serialization problems." + "reason": "Both concern Qwen/vision model persistence, but one is old InternVL2 meta init compatibility and the other is incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "FP8 MoE save_pretrained bug vs a question about the default 50GB shard size; not the same defect." + "reason": "Non-persistent buffer junk in v5.0 is unrelated to MoonshineStreaming sliding-window off-by-one masking." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "torch.split return values in a specific indexer vs remote-code checkpoint/meta-init incompatibility." + "reason": "Different quantization-related regressions: FineGrainedFP8 accuracy versus Qwen3.5 Moe from_pretrained errors." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Generation kwargs sync issue vs Kosmos2.5 OCR long-input index error; different components." + "reason": "MLA q_a_layernorm precision issue from missing rms_norm_eps is unrelated to InternVL2 meta initialization compatibility." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Image classification script loading local datasets vs LlamaConfig head_dim validation; unrelated." + "reason": "FA3 degenerate training in sequence classification is not the same as NaNs in classification heads upon checkout/init." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Docstring correction for position_ids vs GLM-5 RoPE implementation discussion; not the same bug." + "reason": "One is a missing transformers.onnx module import, the other is missing PyTorch for AutoModel. Both are import errors, but distinct dependency/module issues." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Tokenizer loading failure in v5 vs Gemma-3 eos_token_id configuration mismatch." + "reason": "Both are quantization/model regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3-VL-Moe bug in v5.0. Different concrete problems." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Both are tokenizer-related, but one is a generic AutoTokenizer loading failure and the other is a specific EMBEDDIA/est-roberta regression." + "reason": "SAM3 model type warning and Sam3Model text encoder weights not loading are related to the same family, but the reported failure modes differ enough to avoid merging as duplicates." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Broad dependency issue vs a SequenceFeatureExtractor.pad performance regression; unrelated." + "reason": "A functional torch.split/indexer bug and a wrong docstring are not the same underlying issue." } ] }, @@ -13323,20 +13401,19 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:22355", "issue:27957", - "issue:28218", "issue:30990", - "issue:38175", + "issue:33357", "issue:39401", "issue:41628", + "issue:42371", "issue:42757", - "issue:42831", "issue:42886", "issue:42907", "issue:42994", @@ -13345,270 +13422,271 @@ "issue:43408", "issue:43479", "issue:43550", - "issue:43644", + "issue:43576", "issue:43646", + "issue:43723", "issue:43761", + "issue:43784", "issue:43824", + "issue:43937", "issue:44038", + "issue:44117", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44368", "issue:44373", - "issue:44483", + "issue:44442", "issue:44568", - "issue:44829", + "issue:44704", "issue:44913", - "issue:45092", + "issue:44945", + "issue:44964", "issue:45278", - "issue:45310", - "issue:45357", - "issue:45406", + "issue:45290", "issue:45593", + "issue:45600", "issue:45753", "issue:46002", - "issue:46050", "issue:46082", "issue:46132", "issue:46305", - "issue:46369", - "issue:46402" + "issue:46369" ], "soft_pairs": [ - "issue:44483|issue:45406", - "issue:44263|issue:44360", - "issue:42907|issue:46050", - "issue:30990|issue:38175", - "issue:45092|issue:45357", - "issue:43644|issue:46305", - "issue:44829|issue:46002", - "issue:42831|issue:45310", - "issue:44261|issue:45092", - "issue:42831|issue:44038", - "issue:43408|issue:46402", "issue:41628|issue:43824", - "issue:44263|issue:44373", "issue:43479|issue:44913", - "issue:39401|issue:44568", "issue:43761|issue:46082", + "issue:39401|issue:44568", "issue:22355|issue:27957", - "issue:42886|issue:43066", + "issue:44945|issue:45753", "issue:42757|issue:45278", + "issue:42886|issue:43066", "issue:27957|issue:30990", + "issue:43408|issue:46369", "issue:42886|issue:42994", - "issue:22355|issue:28218", "issue:44368|issue:46305", - "issue:42831|issue:45753", - "issue:43408|issue:46369", - "issue:43232|issue:45593", "issue:44295|issue:44297", "issue:43550|issue:46132", - "issue:43646|issue:46002" + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43723|issue:44442", + "issue:43232|issue:45593", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297" ], - "prepared_review_unit_hash": "ec974d5f551e1961e2182c91e5df479081bc836bef29e278d3ed9351c2af3a5e", + "prepared_review_unit_hash": "cfd04731ccafff4581972bc8ab153866dc6b2d41025db321812c2cf4f40f36be", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35477, - "estimated_input_tokens": 8870, - "estimated_eval_tokens": 17996 + "serialized_chars": 35363, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly lexical noise: the issues span unrelated bugs, import errors, tokenizer quirks, multimodal regressions, quantization, and config problems. None of the soft pairs look like the same underlying defect or change.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the soft pairs do not converge on one underlying bug.", + "summary": "These items are mostly a loose collection of unrelated Transformers regressions and model-specific bugs; the soft pairs do not look like true duplicates of the same concrete defect.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring post-upgrade import-breakage theme, so it is the best single issue anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe representative for deduping; the items target different subsystems and root causes.", + "best_issue_reason": "issue:45278 is the most actionable and general user report here, summarizing a wider class of import failures after the 4.57.0\u21925.5.0 upgrade.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor _tokenizer import are unrelated bugs." + "reason": "Both are import errors, but for different missing symbols and likely different root causes." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to the DSA ReLU discussion." + "reason": "Both involve config handling, but one is multimodal config initialization and the other is a rotary_pct reload regression." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Both involve saving/loading quantized models, but they describe different failures and code paths." + "reason": "Different bugs: CLIP hidden_states forwarding vs a LlamaConfig validation problem." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are different problems." + "reason": "Both are tokenizer issues, but they affect different tokenizers and different behaviors." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-key save regression are distinct issues." + "reason": "Unrelated issues: missing onnx module import vs XLM-Roberta Flash Attention 2 behavior." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Non-persistent buffer junk and MoonshineStreaming window off-by-one are unrelated." + "reason": "Different failures in different pipelines/models; not the same concrete bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + "reason": "One is a specific huggingface_hub import problem; the other is a broader Transformers upgrade regression." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "Offline cache loading and tokenizer decoder type are distinct tokenizer problems." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "MLA layernorm epsilon precision bug is unrelated to InternVL2 meta initialization." + "reason": "Different symptoms and targets: Flash Attention support vs Sentence Transformers loading hangs." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "FineGrainedFP8 accuracy issues do not match the Qwen3-VL-Moe bug." + "reason": "Both mention sam3 models, but the failures differ: type mismatch warning vs memory overflow." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "sam3_tracker warning and sam3 text-encoder weights not loading are different regressions." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Both are import errors, but they concern different missing classes and likely different fixes." + "reason": "A tied-embeddings warning is not the same as an off-by-one sliding window masking bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "torch.split return values and a wrong docstring for position_ids are unrelated." + "reason": "Reading a bufferized position_ids and tokenizer_class metadata mismatch are different issues." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Phi4MultimodalConfig default subconfigs and GPTNeoXConfig rotary_pct reload are different config bugs." + "reason": "torch.compile/SDPA failure is not the same as AttentionInterface.register behavior changes." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer behaviors." + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "CLIPVision hidden_states regression and LlamaConfig head_dim validation are unrelated." + "reason": "A broken CLI command and an import-time NameError are not the same bug." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + "reason": "TF32 configuration warnings and torch.split return values are unrelated." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Offline cache loading and tokenizer decoder type mismatch are different tokenizer issues." + "reason": "Tokenizer mapping assumptions and AutoProcessor kwargs forwarding are different code paths." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "General import errors after upgrade are broader, but not the same concrete bug as is_offline_mode import failure." + "reason": "One is a loading hang, the other a MacOS bus error on a CLIP model." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Flash Attention 2 support and Sentence Transformers loading hang are unrelated." + "reason": "The second is a specific tokenizer load failure; not enough evidence it shares the same root cause as the broader v5 AutoTokenizer regression." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "ONNX import failure and added-token spacing bug are different tokenizer topics." + "reason": "Quantized model save failures and pipeline-parallel output errors are different problems." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "tie_word_embeddings warning and MoonshineStreaming mask off-by-one are unrelated." + "reason": "A precision/config issue in MLA is unrelated to a docstring typo." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop-on-image are unrelated." + "reason": "Both involve imports, but one is a single missing class export and the other is a broad upgrade regression report." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "sam3_tracker warning and sam3-litetext memory overflow are different bugs." + "reason": "Saving dequantized models and GenerationConfig validation are different issues." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "AutoProcessor kwargs forwarding and chat-template tool-call crashes do not share the same concrete bug." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "position_ids buffer read error and tokenizer_class mismatch in config are unrelated." + "reason": "Quantized model saving and loading Phi-4 multimodal are unrelated." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Bamba SDPA torch.compile failure and AttentionInterface.register behavior change are different code paths." + "reason": "An import-time NameError in sentence-transformers differs from stale auto_mappings references." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Non-persistent buffer junk and NaNs in classification heads after init are not the same defect." + "reason": "Qwen3-VL-Moe support issues and tokenizer save metadata mismatch are unrelated." } ] }, @@ -13627,42 +13705,43 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:22355", + "issue:28218", "issue:29159", - "issue:30990", - "issue:33357", + "issue:36296", "issue:39401", - "issue:41628", + "issue:42222", "issue:42371", + "issue:42757", + "issue:42831", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43408", + "issue:43441", "issue:43452", "issue:43475", - "issue:43576", + "issue:43611", "issue:43756", - "issue:43784", "issue:43824", + "issue:43874", "issue:43937", - "issue:43976", + "issue:43992", "issue:44038", "issue:44060", - "issue:44117", - "issue:44188", "issue:44222", - "issue:44261", - "issue:44263", + "issue:44279", "issue:44295", "issue:44297", "issue:44351", + "issue:44355", "issue:44360", - "issue:44373", "issue:44485", "issue:44488", "issue:44514", @@ -13671,263 +13750,254 @@ "issue:44704", "issue:44779", "issue:44829", - "issue:44945", - "issue:44964", "issue:45200", "issue:45216", - "issue:45278", - "issue:45290", "issue:45478", - "issue:45600", - "issue:46326" + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328" ], "soft_pairs": [ - "issue:43576|issue:43784", - "issue:42371|issue:44263", - "issue:44117|issue:44704", - "issue:30990|issue:33357", - "issue:44188|issue:44373", - "issue:43756|issue:44060", - "issue:42907|issue:44945", - "issue:44261|issue:44373", - "issue:43122|issue:44521", - "issue:39401|issue:44488", - "issue:41628|issue:45278", - "issue:43122|issue:46326", - "issue:42907|issue:43937", - "issue:43976|issue:44945", - "issue:44704|issue:45290", - "issue:42907|issue:44964", - "issue:43784|issue:45600", - "issue:44038|issue:44297", - "issue:39401|issue:44521", "issue:43116|issue:45200", "issue:44360|issue:44485", "issue:44038|issue:44295", "issue:44625|issue:44829", "issue:43408|issue:43475", + "issue:43756|issue:44060", "issue:43122|issue:44514", "issue:43122|issue:44779", - "issue:42907|issue:43452", "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43122|issue:44521", + "issue:44279|issue:46328", + "issue:39401|issue:44488", "issue:43824|issue:44351", + "issue:39401|issue:44521", "issue:45216|issue:45478", - "issue:22355|issue:29159" + "issue:22355|issue:28218", + "issue:43122|issue:46326", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:42831|issue:44297", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "a9e3233c155ca08402033b9b2799e91f50832fc6781a20a5cf00e167523f6952", + "prepared_review_unit_hash": "86fcbcca7e1f04f0fbe8423f3567349859e623177fd9636361a3e20eec25ef13", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36649, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they span unrelated tokenizer regressions, import errors, model-loading bugs, chat-template issues, and model-specific architecture problems. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "No single strong canonical issue emerges because the set is heterogeneous. If a representative is required, issue 43122 is the cleanest tokenizer-regression example, but it does not cover the rest of the cluster.", + "summary": "These issues are mostly unrelated; the soft-similarity matches are based on broad topic overlap (especially tokenization/model-loading wording) rather than the same concrete bug. None of the candidate pairs looks safe to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most general and clearly described tokenization regression among the candidates, so it is the best single representative; however, the overall set is too broad to treat as one duplicate cluster.", + "best_issue_reason": "issue:43122 is the broadest, most representative tokenizer-regression report here, but it is still too different from the other items to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different bugs: one is the `transformers env` CLI in v5, the other is a `NameError` when importing sentence-transformers." + "reason": "Different problems: classification example output vs Gemma 4 multimodal token type defaults." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Unrelated topics: TF32 settings/API behavior versus a `torch.split()` indexing/return-value issue." + "reason": "Unrelated code paths: DSA/ReLU discussion vs GLM-5 RoPE implementation." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both involve loader paths, but one is `TOKENIZER_MAPPING_NAMES` returning None and the other is `AutoProcessor.from_pretrained` not forwarding kwargs; not the same code-path bug." + "reason": "Different failure modes and subsystems; no shared concrete bug path." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different failure modes: Sentence Transformers loading hangs versus a MacOS bus error with a CLIP model." + "reason": "One is config propagation, the other is a training instability with flash_attention_3." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "One is a torch.compile branching issue in attention kernels; the other is a wrong docstring for `position_ids`." + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute crash." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Distinct model-specific issues: Smollm3 RoPE layer handling versus Qwen3-Next tied-weights warning miswiring." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Different symptoms and subsystems: dequantized save failures versus incorrect output under pipeline parallelism." + "reason": "Different model-specific issues: RoPE layer drop vs tied-weights warning." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "MLA layernorm precision/config issue versus a documentation-only `position_ids` bug." + "reason": "Both involve tokenization-related APIs, but the concrete bugs differ: version regression vs batched chat-template crash." }, { "left": "issue:43122", - "right": "issue:44521", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer regression versus multimodal assistant_mask generation in `apply_chat_template`; related area, but not the same bug." + "reason": "Same broad tokenizer-regression theme, but different model/tokenizer and failure mode; too weak to treat as the same bug." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Different tokenizer problems: wrong `offset_mapping` for Qwen3 versus a specific model load failure for `cjvt/sleng-bert`." + "reason": "Different Qwen/VL-Moe issue vs FP8 save_pretrained issue." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Both are import-related, but one is missing `AutoImageProcessor` and the other is many import errors after a version upgrade; too broad and not the same fix." + "reason": "Saving dequantized models is not the same as gguf_file breaking from_pretrained loading." }, { "left": "issue:43122", - "right": "issue:46326", + "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-related, but one is tokenization output drift across versions and the other is `continue_final_message` behavior for mistral_common tokenizers." + "reason": "Tokenization regression vs multimodal assistant mask generation are distinct bugs." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Different features: dequantized model saving versus GLM-5 `GenerationConfig` validation." + "reason": "General dependency concern vs a performance bug in SequenceFeatureExtractor.pad." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Python-version compatibility problem versus pipeline-parallelism output corruption." + "reason": "Wrong offset mapping for Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwarg forwarding is unrelated to assistant messages with tool calls crashing in `apply_chat_template`." + "reason": "Different missing imports/symbols; these are not the same export bug." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Saving dequantized models and loading a multimodal Phi-4 model are different code paths and symptoms." + "reason": "Tokenizer offsets and assistant mask generation are separate code paths." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Importing sentence-transformers with a `NameError` is unrelated to `auto_mappings.py` referencing removed Sam3LiteText configs." + "reason": "Both mention Qwen3.5 and save/load, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Qwen3-VL-Moe load bug versus tokenizer class metadata mismatch on `save_pretrained`; different bugs." + "reason": "No module import error vs added-token spacing behavior; unrelated." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Wrong `offset_mapping` for Qwen3 is not the same as assistant mask generation for multimodal chat templates." + "reason": "Both touch tokenization, but one is a version-wide regression and the other is a mistral_common continue_final_message bug." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Multi-label classification example script bug versus Gemma 4 `mm_token_type_ids` defaulting; different affected APIs." + "reason": "Different tokenizer/import problems with no shared concrete fix." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Indexer missing a ReLU is unrelated to GLM-5 RoPE implementation details." + "reason": "Different missing imports from different packages; not duplicates." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Qwen3-VL-Moe loading issue versus a `position_ids` buffer access error; not the same bug." + "reason": "Tensor-parallel training bug vs multi-label classification example issue are unrelated." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and flash_attention_3 training degradation are unrelated." + "reason": "Both are tokenizer regressions, but the decoder-type issue and Deepseek incorrect tokenization are distinct bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Different SAM 3 problems: model-type warning on instantiation versus missing `fpn_position_embeddings` attribute." + "reason": "Model weight loading vs AutoProcessor kwargs propagation are separate issues." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Both touch template/tokenization flows, but one is version-dependent tokenization drift and the other is a batched chat-template crash with `padding=False`." + "reason": "GenerationConfig validation and RoPE implementation are unrelated." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors; not the same underlying defect." + "reason": "Compiled Python execution errors vs documentation parameter mismatch are not the same bug." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Dequantized save failure and `gguf_file` breaking `from_pretrained` are separate loader/saver issues." + "reason": "Base-model-prefix loading issue is unrelated to NaNs in classification heads." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load bug versus FP8 `save_pretrained` for moe models; different code paths." + "reason": "FP8 accuracy problems and tokenizer_config mismatch are different categories." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both are import errors, but they concern different symbols (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) and different fixes." + "reason": "TF32 settings guidance vs missing image-patch helper method are unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Saved-checkpoint regression for Qwen3.5 is not the same as a Qwen3.5 moe `from_pretrained` error." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure do not share a concrete code-path bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Completely unrelated: missing `transformers.onnx` module versus inconsistent slow/fast tokenizer behavior." + "reason": "Same model family wording, but different loading failures and not plausibly one merged fix." } ] }, @@ -13946,286 +14016,293 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:22355", "issue:29127", "issue:33453", - "issue:36296", "issue:38617", "issue:39401", + "issue:41628", "issue:42175", - "issue:42222", - "issue:42371", "issue:42673", - "issue:42757", "issue:43064", - "issue:43066", "issue:43116", - "issue:43278", - "issue:43441", + "issue:43122", + "issue:43381", + "issue:43450", "issue:43493", - "issue:43611", "issue:43673", "issue:43825", - "issue:43874", + "issue:43827", "issue:43937", "issue:43976", - "issue:43992", - "issue:44038", + "issue:43986", "issue:44075", "issue:44117", - "issue:44188", - "issue:44222", - "issue:44351", - "issue:44355", - "issue:44485", - "issue:44704", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", "issue:44779", + "issue:44829", "issue:44936", "issue:44938", "issue:44945", + "issue:44977", "issue:45072", + "issue:45081", "issue:45083", + "issue:45216", "issue:45278", + "issue:45310", + "issue:45357", + "issue:45405", "issue:45446", "issue:45478", "issue:45563", "issue:45588", "issue:45753", "issue:46002", - "issue:46231", - "issue:46328" + "issue:46077", + "issue:46298" ], "soft_pairs": [ - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:43066|issue:44779", - "issue:43493|issue:45753", - "issue:22355|issue:29127", - "issue:43992|issue:44704", - "issue:42673|issue:45072", - "issue:38617|issue:45278", - "issue:43937|issue:44485", - "issue:44188|issue:46328", - "issue:44355|issue:46231", - "issue:43611|issue:46002", - "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:42222|issue:43441", "issue:44075|issue:44936", - "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:43116|issue:43825", - "issue:44222|issue:45478", + "issue:45357|issue:45478", + "issue:43493|issue:45753", + "issue:43116|issue:43493", "issue:45083|issue:45446", - "issue:43064|issue:43673", + "issue:22355|issue:29127", "issue:33453|issue:39401", + "issue:38617|issue:45278", "issue:43937|issue:45563", + "issue:42175|issue:44938", + "issue:44625|issue:46002", "issue:39401|issue:44779", - "issue:44117|issue:45588" + "issue:43381|issue:44945", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43064|issue:43673", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42673|issue:45072", + "issue:44829|issue:45216" ], - "prepared_review_unit_hash": "d61bdc5604ddd74c2994f246c520f232c4d26ab0f8dc4000def0e981e16596cd", + "prepared_review_unit_hash": "941a068da0ef0fb737d921acf33a7f063cde4b258de5e93efcaa8c5cbd1cd9ed", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35562, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "soft_pair_count": 29, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues. None of the proposed soft edges look like the same underlying bug or change, so all should be rejected. There are no PRs in the set.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45278 is the broadest, most representative problem statement in the set: a general import-regression report after upgrading versions. It is still not a duplicate of the other issues, but it is the best single umbrella-style issue here.", + "summary": "This cluster is not a duplicate set; it contains many unrelated issues across tokenization, model loading, training, generation, attention backends, and docs. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the issues are heterogeneous and do not center on one shared bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable representative issue because it describes a clear, high-level regression affecting multiple imports, unlike the narrower model- or task-specific reports.", + "best_issue_reason": "No single issue is a strong cluster representative; any pick would be arbitrary because the reports cover unrelated subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different missing imports from different packages/symbols: `is_offline_mode` from `huggingface_hub` vs `HybridCache` from `transformers`." + "reason": "Optimizer argument handling and train/evaluate lifecycle failure are different problems." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Tensor-parallel training bug versus an example-script multi-label classification output issue; different code paths and symptoms." + "reason": "Python/package-version incompatibility is unrelated to a flex_attention import version check." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluate is unrelated to incorrect output under pipeline parallelism." + "reason": "Example-script multi-label output bug and pipeline() translation messaging are separate issues." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Packaging/backend dependency omission for `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + "reason": "One is incorrect save_pretrained visual keys; the other is a from_pretrained load error for Qwen3.5 MoE." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Both mention tokenizers, but one is a decoder-type regression and the other is incorrect Deepseek tokenizer results; not the same bug." + "reason": "Different model families and different failure modes; not the same bug." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Different models and failures: SigLIP2 HF/JAX discrepancy versus Qwen3_5 infinite-loop behavior on a specific image." + "reason": "Classification example output and SigLIP2 discrepancy are unrelated." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Module import failure for `transformers.onnx` is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "A qwen3_omni_moe helper behavior issue is unrelated to a flex_attention import check." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Different loading paths: missing `embed_tokens.weight` in UMT5Encoder versus kwargs propagation in `AutoProcessor.from_pretrained`." + "reason": "Transformers.onnx import failure and a LayoutLMv3 error-message issue are not the same code path." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatch CI/inference failures." + "reason": "Both mention tokenizers, but one is loading regression and the other is offset_mapping correctness." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A single missing symbol import is not the same as a broad upgrade-induced wave of import errors." + "reason": "A specific missing symbol import and a broad upgrade-related import breakage are not the same defect." }, { "left": "issue:43937", - "right": "issue:44485", + "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are different GLM-5 issues." + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are unrelated." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to SequenceFeatureExtractor padding performance." + "reason": "Backend dependency packaging and Python 3.14 load failure are different installation/runtime problems." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + "reason": "Config propagation for Qwen3.5 and NaNs in classification heads are different bugs." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + "reason": "Different tokenizer regressions in different models; not a single underlying issue." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Example-script multi-label classification empties and SigLIP2 implementation discrepancy are unrelated." + "reason": "Gradient-checkpointing eval-mode behavior and pipeline-parallel output correctness are unrelated." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "TF32 behavior warning/documentation issue is unrelated to a missing ImageProcessor method causing an AttributeError." + "reason": "Token mapping None-handling and flash_attention sink-less crash are different modules and failure modes." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific bugs." + "reason": "Both concern attention behavior, but they target different models and distinct code paths." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "SGD optimizer arguments not being used is unrelated to `trainer.evaluate()` failing after `trainer.train()`." + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version guard in flex_attention." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Different Qwen3 MoE variants and different failures: one is a broad v5 bug report, the other is a from_pretrained error for Qwen3.5 Moe." + "reason": "Batched video processor shape bug and AutoProcessor missing-torchvision crash are separate video-loading issues." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Python version support regression and a PyTorch version-check bug for AuxRequest import are not the same issue." + "reason": "FSDP/PEFT optimizer-state corruption and chunked-prefill cache absence are unrelated training vs generation bugs." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Multi-label classification example output bug is unrelated to a pipeline translation-task support/error-message issue." + "reason": "Serialization inconsistency for lm_head.weight is not the same as NaNs in classification heads." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "FP8 save_pretrained behavior for MoE models is not the same as a Qwen3.5 Moe loading error." + "reason": "A bad GenerationConfig and Qwen3.5 flash-attention generation failure are different issues." }, { - "left": "issue:45083", + "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention AuxRequest version check." + "reason": "Unreleased PEFT version bump and a PyTorch version check bug do not share the same root cause." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT/cpu_ram_efficient_loading is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Missing projections in qwen3next and Qwen3.5 MoE from_pretrained errors are distinct model-specific bugs." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Tokenizer-loading regression is too broad to be the same as a specific wrong offset_mapping bug." + "reason": "Tokenizer regression and noisy logging are unrelated." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning in paged generate are distinct generation issues." + "reason": "Both involve tokenizer loading, but the root causes differ: mapping None vs Mistral regex patch crash." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and different behaviors (`offset_mapping` vs general incorrect results)." + "reason": "Two import errors, but for different missing symbols and different code paths." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded generation and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer mapping fallback bug and flash_attention crashing on `s_aux=None` are unrelated code paths." + "reason": "FlashAttention_3 training degeneration and incorrect Qwen3.5 checkpoint saving are different bugs." } ] }, @@ -14244,300 +14321,316 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ + "issue:27957", "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", "issue:42371", - "issue:42490", - "issue:42617", "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", "issue:43122", + "issue:43352", "issue:43408", "issue:43421", - "issue:43450", - "issue:43582", - "issue:43673", + "issue:43577", "issue:43742", - "issue:43827", - "issue:43906", + "issue:43874", "issue:43937", - "issue:43986", + "issue:44075", "issue:44117", + "issue:44188", "issue:44220", "issue:44261", + "issue:44263", "issue:44291", - "issue:44380", + "issue:44360", "issue:44410", - "issue:44466", + "issue:44483", "issue:44484", + "issue:44485", + "issue:44493", "issue:44496", - "issue:44829", "issue:44877", - "issue:44933", + "issue:44913", + "issue:44964", "issue:44977", "issue:45071", - "issue:45081", - "issue:45216", "issue:45278", "issue:45310", - "issue:45341", - "issue:45362", - "issue:45405", - "issue:45446", - "issue:45561", - "issue:46002", - "issue:46077", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", "issue:46178", "issue:46231", - "issue:46298", "issue:46328" ], "soft_pairs": [ - "issue:44380|issue:46077", - "issue:43827|issue:45446", - "issue:42673|issue:43906", - "issue:43450|issue:43986", - "issue:43673|issue:46328", - "issue:44466|issue:46002", + "issue:42222|issue:46178", "issue:44291|issue:45071", - "issue:43937|issue:44977", - "issue:45405|issue:45446", - "issue:44117|issue:45081", - "issue:45341|issue:45561", - "issue:44410|issue:45310", - "issue:43122|issue:46298", - "issue:45341|issue:46328", - "issue:38617|issue:41628", - "issue:44829|issue:45216", - "issue:42222|issue:46178", - "issue:42617|issue:45341", - "issue:45362|issue:46328", "issue:43408|issue:43742", "issue:39401|issue:43421", - "issue:42673|issue:43582", - "issue:42490|issue:42673", "issue:44877|issue:46231", - "issue:42371|issue:44261", "issue:44484|issue:45310", - "issue:38617|issue:44220", "issue:43937|issue:44496", - "issue:44933|issue:45278" + "issue:43066|issue:43122", + "issue:44117|issue:46328", + "issue:44964|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:44188|issue:46328", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44913|issue:46328", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:42673|issue:44977" ], - "prepared_review_unit_hash": "b788be39585c367334634831900814a5d6a2a675e1cf91401fe051e235bce57e", + "prepared_review_unit_hash": "4470224f6d47da3236a08985a3b4ba47d8904ed6719e403bbf57d94d32b76c9c", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36265, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "soft_pair_count": 30, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated transformer issues: import-regression reports, tokenizer/model-specific bugs, video/model loading failures, and a few docs/testing/perf nits. I did not find any convincing duplicate pairs; the closest thing to a hub is the broad import-regression report #45278.", - "confidence": 0.63, - "canonical_issue_reason": "No single true duplicate stands out across this mixed set; #45278 is the broadest representative of the import-regression subgroup.", + "summary": "The packet contains at least two separate duplicate themes, not just one: (1) the Qwen3.5 chat/completions streaming failure (issue:44483 \u2194 issue:45464) and (2) the exact-title Qwen3.5 MoE from_pretrained error (issue:45310 \u2194 issue:45478). Most other pairs are clearly different bugs and should remain split.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45464 is the strongest single issue to anchor on because it has the richest reproduction and best explains the Qwen3.5 chat/completions streaming failure; issue:44483 is its shorter duplicate. The packet also contains a separate exact-duplicate pair (issue:45310/issue:45478) for a different Qwen3.5 MoE from_pretrained bug.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the most general, high-signal issue here and the best umbrella candidate if one issue had to represent the set.", + "best_issue_reason": "issue:45464 is the best overall issue candidate because it is the most detailed report in the packet and is a clear representative of one concrete duplicate topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs Gemma4 building the wrong attention mask." - }, - { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Docs cleanup about pipeline() references is unrelated to a PyTorch version check in flex_attention." + "reason": "Different problems: vitpose model breakage vs TensorFlow Text backend mapping error." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "One is a Qwen3 VRAM leak in multi-threaded loading; the other is only a reproduction of a different issue." + "reason": "Both are v5 regressions, but they affect different code paths and symptoms." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Batched video-shape handling and missing-torchvision import failure are different code paths." + "reason": "Different model-loading failures on unrelated model families." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Generation cache during chunked prefill is unrelated to feature-extractor padding conversion overhead." + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update behavior; related area, different defect." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Serialization of tied weights is not the same bug as NaNs after checkout/init." + "reason": "Strict config loading vs a documentation parameter-name mismatch." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Unexpected init_empty_weights arguments and PretrainedConfig type-checking are distinct regressions." + "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:43937", - "right": "issue:44977", + "right": "issue:44496", "accept": false, - "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation failure are different problems." + "reason": "GenerationConfig validation error and unrecognized model/config error are different loading paths." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "A PEFT minimum-version bump is unrelated to the flex_attention import-version guard." + "reason": "Both involve tokenizer changes in v5, but the reported failures are different." }, { "left": "issue:44117", - "right": "issue:45081", + "right": "issue:46328", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashes are different tokenizer-loading bugs." + "reason": "Tokenizer mapping None handling vs SequenceFeatureExtractor.pad performance; unrelated." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "A generic testing_utils bug is not the same concrete race on captured_info.txt under xdist." + "reason": "Specific Phi-4 multimodal loading failure vs broad import errors after upgrade; too different in code path and symptom." }, { "left": "issue:44410", - "right": "issue:45310", + "right": "issue:45478", "accept": false, - "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained failures are different model/config issues." + "reason": "Different Qwen/GLM model issues with no shared underlying bug evidence." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Tokenization differences across versions are unrelated to a noisy logging message." + "reason": "SGD args ignored vs DeepSpeed double optimizer step; distinct optimizer bugs." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "testing_utils is unrelated to SequenceFeatureExtractor padding performance." + "reason": "VitPose model breakage vs TensorFlow backend installation/availability issue." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Both are import errors, but they point to different missing symbols and no shared code path is evident." + "reason": "TF32 API behavior warning vs missing rms_norm_eps in MLA q_a_layernorm; unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization are different failures." + "reason": "torch.compile attention-kernel divergence vs feature-extractor padding inefficiency." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44483", + "right": "issue:45464", + "accept": true, + "reason": "Same Qwen3.5 chat/completions streaming failure on the same API surface; 45464 is the more detailed report." + }, + { + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Vitpose model loading and a BACKENDS_MAPPING backend-name error are unrelated." + "reason": "ImportError for layer_type_validation vs fbank feature extraction issue; unrelated." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same as a testing_utils issue." + "reason": "Compile-time float32 warning vs BLIP2 dtype not propagating; both dtype-related but different defects." }, { - "left": "issue:45362", + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package/backend installation problem vs model breakage; no shared underlying bug." + }, + { + "left": "issue:44913", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crashes and a padding-performance issue are different code paths." + "reason": "Config round-trip regression vs padding performance issue." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "A model-type warning for sam3_* is unrelated to a key error loading MobileLLM-125M." + "reason": "Removed config field and unexpected position-id keys are different migration regressions." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Wrong offset_mapping and runtime post-processor synchronization after special-token edits are different tokenizer behaviors." + "reason": "AutoImageProcessor import failure vs config type-checking breakage; separate v5 regressions." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "A Qwen3 VRAM leak is unrelated to an AppleSilicon caching_allocator_warmup TypeError." + "reason": "torch.split return handling in a DSA indexer vs GLM-5 RoPE implementation; not the same code path." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Trailing-slash local-model import warnings and Qwen3 VRAM leaks do not match." + "reason": "Missing image-patch helper in a processor vs MLA layernorm epsilon/config precision issue." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." + "reason": "Config type-checking regression vs TensorFlow backend installation/availability error." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "TF32 API guidance and RMS norm epsilon precision mismatch are different issues." + "reason": "Flash Attention 2 support requests for different models; not the same bug." }, { "left": "issue:44484", - "right": "issue:45310", + "right": "issue:45478", "accept": false, - "reason": "A shard-size question is unrelated to a Qwen3.5 from_pretrained error." + "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Configuration import failure and an fbank extraction issue are unrelated." + "reason": "GLM-MoE indexer split behavior vs deepseek-v4 tensor conversion issue; different models and failures." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model config are different loader/generation failures." + "reason": "DSA indexer activation-function discussion vs deepseek-v4 tensor conversion issue; unrelated." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Both mention imports, but one is a specific missing image_utils import while the other is a broad post-upgrade import-regression report; not enough to treat as the same bug." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs Qwen3.5 flash-attention generation failure; different symptoms and code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained error; these are clear duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary misses an obvious duplicate pair in the packet\u2014issue:45310 and issue:45478 have the same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so the claim that only the Qwen3.5 chat/completions streaming reports are the plausible duplicate topic is not grounded. Because the duplicate set is incomplete, the canonical/soft-edge conclusions are too aggressive overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14549,335 +14642,292 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ - "issue:27957", - "issue:41628", - "issue:42175", - "issue:42222", + "issue:38617", "issue:42371", + "issue:42673", + "issue:42757", "issue:42831", - "issue:43012", - "issue:43066", + "issue:42890", + "issue:43064", "issue:43097", - "issue:43122", "issue:43335", - "issue:43352", "issue:43441", "issue:43452", - "issue:43531", - "issue:43577", + "issue:43502", "issue:43673", + "issue:43873", "issue:43874", + "issue:43906", "issue:43931", + "issue:43976", "issue:43986", + "issue:43992", "issue:44038", - "issue:44075", + "issue:44062", "issue:44117", "issue:44261", "issue:44263", - "issue:44360", + "issue:44315", + "issue:44351", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44493", "issue:44829", "issue:44933", + "issue:44945", + "issue:44964", "issue:44987", - "issue:45003", "issue:45071", + "issue:45200", "issue:45341", - "issue:45372", + "issue:45375", "issue:45440", - "issue:45464", - "issue:45478", - "issue:45542", - "issue:45656", - "issue:45753", - "issue:46123", + "issue:45588", + "issue:45859", + "issue:46050", "issue:46172", "issue:46231", - "issue:46369" + "issue:46298", + "issue:46328" ], "soft_pairs": [ - "issue:43066|issue:43122", - "issue:42371|issue:42831", - "issue:44410|issue:45478", - "issue:44075|issue:45656", - "issue:42222|issue:45542", - "issue:44483|issue:45464", - "issue:43097|issue:44493", - "issue:43012|issue:43577", - "issue:42175|issue:42222", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:44263|issue:44485", - "issue:43874|issue:44261", - "issue:45071|issue:45542", - "issue:27957|issue:43352", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:44484|issue:45478", - "issue:43931|issue:44410", "issue:43441|issue:44829", + "issue:42673|issue:43906", + "issue:42371|issue:42831", "issue:43931|issue:44038", - "issue:43097|issue:43452", "issue:43335|issue:45071", - "issue:45003|issue:45341", + "issue:43097|issue:43452", "issue:44933|issue:46231", - "issue:45753|issue:46369", - "issue:43986|issue:45341", - "issue:43673|issue:46123", - "issue:44117|issue:44987", "issue:43986|issue:44484", "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:43673|issue:46328", + "issue:43976|issue:44945", "issue:45440|issue:46172", - "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:42673|issue:45200", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:45341|issue:45859", + "issue:43097|issue:43873", "issue:44261|issue:44485", - "issue:43986|issue:45372" + "issue:44964|issue:45341" ], - "prepared_review_unit_hash": "744bbc464c8edf75794f5562988c9c8b324c10f7fefe275f81d091926eb2460e", + "prepared_review_unit_hash": "d105b9e96dc6e531f0231516704b741027d8af31c367a42027cf59defd241df0", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37770, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35683, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are thematically related to Transformers regressions, but the soft pairs mostly point to different bugs, models, or code paths rather than true duplicates. I would reject every soft edge and treat this as a heterogeneous set, not a single dedup cluster.", + "summary": "This is a noisy, heterogeneous issue cluster rather than a true duplicate set. The items span unrelated regressions, import errors, model-loading failures, training bugs, and documentation/test issues; none of the soft pairs look like the same underlying bug or change.", "confidence": 0.95, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 43097 is the best single anchor only because it is a concrete v5 regression with some inbound references, but the overall set is too mixed to treat as a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43097 is the most reasonable issue to inspect first if one must pick a representative, but it should not be used to merge the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is about an incorrect decoder type and the other about changed tokenization output; likely related, not the same underlying bug." - }, - { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy are different precision/configuration problems with no shared concrete failure mode." + "reason": "Different failures: one is a Ministral-3 FlashAttention load issue, the other is flash-attention-3 training degeneration in sequence classification." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "One is a missing layer-0 projection bug in qwen3next; the other is a from_pretrained error for Qwen3.5 MoE. Same family, different code-path issue." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs an isolated reproduction of another issue; no shared concrete bug." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "SGD arguments being ignored is about optimizer parameter handling; double optimizer.step() under DeepSpeed is a separate training loop bug." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are unrelated issues." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "VitPose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated package/model loading issues." + "reason": "Both involve Qwen3-VL variants, but one is a weight-shape mismatch and the other is a different Qwen3-VL-Moe failure." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Both involve chat/completions, but one is a generic request rejection and the other is a streaming inference failure on a specific Qwen3.5 model." + "reason": "Sparse-layer creation bug vs PreTrainedConfig type-checking regression; different code paths." }, { "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different breaking changes with different affected code paths." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Both mention dtype/precision, but one is a PyTorch warning during bfloat16 compilation while the other is a BLIP2 loading bug leaving Qformer in float32." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "A TensorFlow backend/install issue is not the same bug as VitPose model breakage." - }, - { - "left": "issue:43673", - "right": "issue:45341", + "right": "issue:43452", "accept": false, - "reason": "Generation cache missing during chunked prefill and a testing_utils bug are unrelated." + "reason": "v5 removal of tie_embeddings helper is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type checking regression affect different APIs and code paths." + "reason": "Import error from image_utils vs a documentation parameter-name mismatch." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "A torch.split return-value issue in one GLM component is not the same as the GLM-5 RoPE implementation bug." + "reason": "Video-model/torchvision crash and save_pretrained shard-size question are unrelated." }, { "left": "issue:43874", - "right": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches in an image processor and rms_norm_eps precision mismatch are unrelated multimodal/model config bugs." + "reason": "Different GLM issues: missing image-patch helper vs torch.split return-value handling." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is unrelated to a missing TensorFlow backend dependency." + "reason": "Tokenizer mapping None handling and a specific model-loading failure are not the same bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Flash Attention 2 support issues for XLM-Roberta and Nemotron are separate model-specific capability gaps." + "reason": "Generation cache regression vs a SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "DSA indexer output handling and deepseek-v4 comb.to(dtype).transpose(-1, -2) are different implementation bugs." + "reason": "Python version compatibility failure and incorrect pipeline-parallel output are unrelated." }, { - "left": "issue:44360", + "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor transpose/dtype issue." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard sizing and Qwen3.5 MoE loading failure are not the same bug." + "reason": "Different DeepSeek model bugs with different symptoms and code paths." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Model weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct and missing projections in qwen3next are different model-loading/model-architecture issues." + "reason": "Optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not being applied with model_init." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different failures, even if both mention flash attention." + "reason": "Removal of tie_embeddings helper is unrelated to the flash_attention.py s_aux=None crash." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a transformers 5.0 loading issue for Qwen3-VL-Moe; not the same concrete bug." + "reason": "Both are import errors, but they concern different missing symbols from different modules." }, { "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "A removed config attribute and gguf_file breaking from_pretrained are unrelated regression types." - }, - { - "left": "issue:43335", - "right": "issue:45071", + "right": "issue:46050", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are separate configuration bugs." + "reason": "v5 API removal and quantized save/load breakage are different problems." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not share the same code path." + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are distinct loading bugs." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "A missing import from image_utils and a documentation parameter-name mismatch are unrelated." + "reason": "Missing Qwen3Next projections and a missing config field in Qwen3_5MoeVisionConfig are different model/config issues." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "An infinite loop on a specific Qwen3_5 image and SAM3 LiteText memory overflow are distinct model/runtime failures." + "reason": "A flaky test due to missing set_seed and a noisy logging message are not the same bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + "reason": "Different model families and different missing components." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Cache handling in GenerationMixin and MaskGenerationPipeline partial-batch dropping are different pipeline/generation bugs." + "reason": "Weight-shape mismatch for Qwen3-VL-30B vs missing projections in qwen3next; unrelated root causes." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:42673", + "right": "issue:45200", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a transformers>=5.1.0 model-loading failure are separate lookup/loading problems." + "reason": "VRAM leak under multithreaded loading and Gemma 4 mm_token_type_ids defaults are unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Video-model loading without torchvision and save_pretrained shard size behavior are unrelated." + "reason": "AddedToken keyword collision and tokenizer mapping None handling are different tokenizer-loading failures." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Different GLM/VL components and different failures; no shared concrete bug." + "reason": "Both are import errors, but they are for different symbols and different migration points." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "DeepSeekV3MoE divergence from remote implementation and deepseek-v4 tensor handling are different model-specific issues." + "reason": "A tiny testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Unrelated regression in a v5 helper removal vs quantization/offloading behavior." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are separate precision/architecture bugs." + "reason": "MLA layernorm epsilon precision issue and GLM-5 RoPE implementation are different bugs." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "A crash due to missing torchvision and a mistral_common import error affecting Gemma 4 processor loading are different dependency problems." + "reason": "Model-loading failure for Phi-4 multimodal and a testing-utils bug are unrelated." } ] }, @@ -14896,335 +14946,314 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:38617", + "issue:42490", + "issue:42617", "issue:42757", - "issue:42890", "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43352", "issue:43502", + "issue:43526", "issue:43550", + "issue:43792", "issue:43824", "issue:43825", - "issue:43873", "issue:43906", - "issue:43976", "issue:43986", "issue:43992", - "issue:44038", - "issue:44062", - "issue:44077", "issue:44117", "issue:44162", - "issue:44315", - "issue:44351", + "issue:44222", "issue:44368", "issue:44380", - "issue:44410", + "issue:44483", "issue:44484", + "issue:44514", "issue:44655", + "issue:44683", "issue:44704", "issue:44936", "issue:44938", "issue:45103", - "issue:45375", - "issue:45479", - "issue:45584", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45561", "issue:45588", + "issue:45600", "issue:45712", "issue:45753", - "issue:46050", - "issue:46132", + "issue:46123", "issue:46172", "issue:46178", "issue:46298", "issue:46365", + "issue:46369", "issue:46421" ], "soft_pairs": [ - "issue:43097|issue:45588", - "issue:43097|issue:46050", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:43502|issue:43992", - "issue:44062|issue:44117", - "issue:44410|issue:45375", - "issue:42890|issue:46298", - "issue:44038|issue:44410", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:44936|issue:46365", "issue:44704|issue:45103", - "issue:44380|issue:46421", "issue:43986|issue:44117", - "issue:43824|issue:43986", - "issue:44938|issue:46178", - "issue:43066|issue:43906", + "issue:45753|issue:46369", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:45341|issue:45588", + "issue:43986|issue:45341", + "issue:45341|issue:45561", + "issue:43986|issue:45290", "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:44936|issue:46365", "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43825|issue:44655", - "issue:42907|issue:44655", "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:43825|issue:44655", "issue:42907|issue:45753", "issue:43097|issue:46298", - "issue:43352|issue:44380", - "issue:43352|issue:43976", "issue:44162|issue:46172", - "issue:45584|issue:46365", - "issue:44380|issue:46132", - "issue:44380|issue:45479", - "issue:44077|issue:46365", - "issue:43064|issue:44380" + "issue:44938|issue:46178", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:45600|issue:46298", + "issue:42757|issue:43824", + "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "de9d4bfc1473316aacd6b3568ab8ae3c80be3aefdb954aa1259ed9022b13b361", + "prepared_review_unit_hash": "bb8c34cb300905e70eb5c4a8f920cea3914f04fed80391f9e2257e1a37b2f288", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38093, - "estimated_input_tokens": 9524, - "estimated_eval_tokens": 19304 + "soft_pair_count": 32, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false merge: the items span unrelated import errors, model-specific bugs, training regressions, and warnings. I found no soft-edge pair that looks like the same underlying fix/change, so all candidate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43097 is the strongest representative only by prominence and external references; it is a broad Transformers v5 regression report, while the rest of the items are mostly unrelated bugs. There is no true duplicate canonical across the whole set.", + "summary": "This cluster is heterogeneous: most items are unrelated bug reports, and none of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents. No PRs are present.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43986 is the closest representative anchor because it is a concrete, user-facing load-time/import failure and sits near several other processor/loading-related reports, even though the cluster is not a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43097 is the best single issue to stand in for the cluster because it has the broadest user impact and the most linkage, but it should not be treated as a duplicate target for the other issues.", + "best_issue_reason": "issue:43986 is the best single representative if one must be chosen: it has the clearest standalone repro and the broadest overlap with nearby loading/import failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Different bugs: removed tie_embeddings API vs flash_attention crash on s_aux=None." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Different areas: API removal regression vs broken quantized save/load after sinq." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different symbols and modules; not the same failure." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Different training problems: FSDP2/PEFT optimizer-state mismatch vs Liger Kernel not applied with model_init." - }, - { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Different code paths: local_files_only still making requests vs missing embed_tokens.weight on load." + "reason": "Different code paths: cached_file kwargs vs docstring parsing under annotations." }, { - "left": "issue:44062", + "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction TypeError vs tokenizer mapping returning None; not the same bug." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Different Qwen issues: missing projections in a model layer vs config field dropped by @strict." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Unrelated: flaky test seeding issue vs noisy logging message." + "reason": "Both are loading failures, but different bugs and different failing assumptions." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Different Qwen model bugs with different symptoms and code paths." + "reason": "Different models and symptoms: infinite loop vs memory overflow." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Separate missing imports for different names; not a single underlying export bug." + "reason": "Unrelated: script execution failure vs a testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "API removal regression vs quantization/offloading behavior; too different to merge." + "reason": "Both involve processor loading, but different missing imports and model paths." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Trainer evaluation failure after train vs import failure for Trainer due to datasets; unrelated." + "reason": "Testing utility bug and flash-attention crash are unrelated." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs docstring annotation crash; different subsystems." + "reason": "Missing torchvision crash does not match a testing_utils fix." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Attention backend config ignored vs cache lazy-init recompilation; not the same fix." + "reason": "A test helper bug and xdist file race are different issues." }, { "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "AutoProcessor/torchvision crash vs tokenizer mapping None handling; unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Import error for a specific VL class vs video-model crash without torchvision; different causes." + "reason": "Processor loading crash vs chat template crash; different subsystems." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Python 3.14 load failure vs invalid BACKENDS_MAPPING backend error; unrelated." + "reason": "Different areas: missing encoder weights vs shard-size behavior in save_pretrained." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs isolated reproduction of an older issue; not the same concrete bug." + "reason": "Too little evidence they share the same tokenizer bug." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Missing weight during load vs max_shard_size default question; different concerns." + "reason": "Trainer evaluation state bug is not the same as an import conflict." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba compile/SDPA failure; different models and failures." + "reason": "Different models and different failure modes." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "PyTorch warning on bfloat16 compile vs model compile failure under SDPA; not duplicate." + "reason": "Warning noise vs torch.compile SDPA failure are unrelated." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup vs noisy logging; different maintenance issues." + "reason": "Dummy-class cleanup and noisy logging do not share the same bug." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Pipeline error-message wording vs inability to save Pipeline objects; distinct problems." + "reason": "Both are warnings, but about different models and causes." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized save failure vs Pipeline save_pretrained issue; unrelated save paths." + "reason": "Saving dequantized models and saving pipelines are different code paths." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different warnings with different triggers: bfloat16 precision warning vs tie_word_embeddings warning." + "reason": "Chat-completions messaging bug is unrelated to pipeline serialization." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different model-specific bugs: save/dequantization failure vs infinite loop on a specific image." + "reason": "Model saving bug and image-loop bug are unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "API removal regression vs noisy logging; no shared bug." + "reason": "Removed config API and noisy logging are different problems." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for a model vs GPT2 attention scaling ignored under backends; different issues." + "reason": "Different models and different runtime failures." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Model-level attention backend support vs Python-version compatibility failure; unrelated." + "reason": "Python 3.14 import failure is not the same as missing backend mapping." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "ESM2 broken vs deepseek-v4 tensor transpose issue; different models and code paths." + "reason": "Whisper runtime failure and batch-finalization bug are unrelated." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Whisper empty transcription bug vs Trainer import blocked by datasets; unrelated." + "reason": "Same model family, but different directions and failure conditions." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "patchtsmixer post_init policy vs Trainer import conflict; different problems." + "reason": "Chat-completions endpoint rejection and chat-template batching crash differ." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Ignored attention scaling config vs AttentionInterface.register behavior change; not the same code-path bug." + "reason": "Local-path import warning and bf16 compile warning are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Attention backend config bug vs zero-loss classification problem; unrelated." + "reason": "Precision warning and torch>=2.9 flex_attention failure are different bugs." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different model families and different preprocessing/training issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a symbol and unwanted API requests are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and noisy logging are separate issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Importing different missing symbols is not enough to merge these." + }, + { + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Distributed optimizer-state corruption vs attention scaling backend bug; different subsystems and fixes." + "reason": "Attention scaling backend bug and cache lazy-init recompilation are different code paths." } ] }, @@ -15243,317 +15272,328 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:36010", "issue:36683", - "issue:38617", "issue:42175", - "issue:42490", "issue:42757", "issue:42994", - "issue:43012", + "issue:43064", "issue:43066", - "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43526", - "issue:43582", + "issue:43525", "issue:43611", "issue:43618", - "issue:43756", "issue:43761", - "issue:43824", "issue:43867", + "issue:43881", "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", + "issue:44075", "issue:44077", "issue:44230", + "issue:44242", + "issue:44355", "issue:44380", "issue:44483", "issue:44485", - "issue:44514", "issue:44625", "issue:44655", - "issue:44683", - "issue:44938", + "issue:44855", + "issue:44871", "issue:45216", "issue:45276", "issue:45290", - "issue:45593", - "issue:45600", + "issue:45310", + "issue:45478", + "issue:45584", "issue:45698", + "issue:45753", "issue:46077", "issue:46082", + "issue:46132", "issue:46172", "issue:46209", - "issue:46298", "issue:46365" ], "soft_pairs": [ - "issue:36683|issue:43582", - "issue:44483|issue:44514", - "issue:42175|issue:46365", - "issue:43208|issue:43526", - "issue:42490|issue:43012", - "issue:43012|issue:44683", - "issue:38617|issue:43502", - "issue:42757|issue:43824", - "issue:45600|issue:46298", - "issue:44038|issue:44230", "issue:45698|issue:46172", - "issue:43618|issue:44380", - "issue:43618|issue:43761", + "issue:44038|issue:44230", "issue:44483|issue:45290", + "issue:43064|issue:44380", "issue:43299|issue:43867", - "issue:43066|issue:46209", "issue:36683|issue:43475", - "issue:44625|issue:46365", + "issue:43066|issue:46209", "issue:42994|issue:44655", - "issue:43756|issue:44485", + "issue:43618|issue:43761", "issue:45276|issue:46077", "issue:43901|issue:44655", "issue:36010|issue:42757", "issue:43352|issue:43937", "issue:43611|issue:44655", - "issue:36683|issue:44077", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44871|issue:46365", "issue:43867|issue:45216", - "issue:43976|issue:44938", + "issue:43502|issue:44485", "issue:44625|issue:46077", - "issue:43352|issue:45593", - "issue:46077|issue:46082" + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:42175|issue:46365", + "issue:44380|issue:46132", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43992|issue:45310", + "issue:43352|issue:43976", + "issue:44075|issue:46365", + "issue:43352|issue:45478", + "issue:44355|issue:44855" ], - "prepared_review_unit_hash": "cb2a89f2931fcc35ec35a91483d27572086d280ebc09fe2e9ea9c6e5dbe71ae3", + "prepared_review_unit_hash": "ac4b858b6a94c17f5fcb8509127fb6c0c2cf573a23f65fe130024a99ae0a3614", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36539, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "soft_pair_count": 33, + "serialized_chars": 37151, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated standalone bugs, mostly in Transformers models, config, or packaging. The only plausible duplicate pair is the CLIP v5 regression around missing optional outputs in `CLIPVisionModel.forward`.", + "summary": "Heterogeneous cluster of Transformers v5-era regressions and API breakages (imports, model loading/saving, config fields, attention/output regressions). The soft pairs mostly share only a broad subsystem, not the same concrete bug.", "confidence": 0.74, - "canonical_issue_reason": "issue:43761 is the clearest umbrella report for the CLIP v5 output regression: it explicitly ties the failure to `CLIPVisionModel.forward`, notes it is a v5 regression, and states the expected behavior when `output_hidden_states=True`.", + "canonical_issue_reason": "issue:45698 is the broadest and most active open save/load regression in the set, with substantial discussion and references, so it is the best representative issue for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the best representative issue among the plausible duplicates because it is explicit, regression-focused, and broad enough to cover the paired CLIP output symptom.", + "best_issue_reason": "issue:45698 is the strongest single issue to anchor the cluster because it is actively discussed, user-facing, and sits in the central save_pretrained/from_pretrained failure mode that appears repeatedly across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Different bugs in unrelated areas: Gemma3 config missing `vocab_size` vs Apple Silicon allocator warmup TypeError." + "reason": "Different bugs: wrong custom module reloading after save_pretrained vs a dtype/transpose issue in deepseek-v4 code." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both relate to chat/VL workflows, but one is API request validation and the other is a chat-template crash on batched input; not the same code-path bug." + "reason": "Both mention Qwen3-VL-Moe, but one is a general v5 loading regression while the other is fp8 inference support; not the same concrete failure." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Separate packaging/import problems with different symptoms and triggers." + "reason": "Different API surfaces and failures: /v1/chat/completions request rejection vs apply_chat_template crashing on tool-call messages." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Unrelated model/training bugs; no shared underlying change." + "reason": "Unrelated regressions: distributed optimizer state corruption vs GPT2 attention scaling being ignored in SDPA/FlashAttention." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Both mention warnings, but one is a local-path import warning and the other is a PyTorch precision warning; different fixes." + "reason": "Both are loading failures, but for different models and failure modes; too broad to be duplicates." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Precision warning vs compiled flex-attention failure; distinct issues." + "reason": "Different missing-attribute bugs in unrelated model families: Gemma3 vocab_size vs SAM3 fpn_position_embeddings." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "ImportError for a missing utility vs incorrect network access despite `local_files_only=True`." + "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failing on B200 hardware." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both are import errors, but for different symbols, modules, and breakages; not one bug." + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline save_pretrained; different code paths and symptoms." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Breaking CI from removed config references vs a noisy logging message." + "reason": "Both are CLIP regressions, but one concerns attentions in CLIPOutput and the other hidden_states in CLIPVisionModel.forward." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Same model family, but loading regression and FP8 inference support are different problems." + "reason": "Same model family but different behavior: token embedding resize vs causal mask construction." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "save/load custom-module corruption vs a DeepSeek tensor operation bug; unrelated." + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "CLIP attentions regression vs GPT-2 attention scaling with SDPA/FlashAttention; different code paths." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both point to the same CLIP v5 forward-output regression where optional outputs are no longer populated; one PR could plausibly restore both attentions and hidden states." + "reason": "Both are import errors, but they involve different symbols and different dependencies." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both involve chat-related APIs, but the failures are different: endpoint request rejection vs template crash with tool-call assistant messages." + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are distinct issues." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Model loading with base_model_prefix and pipeline save_pretrained are different bugs." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Tokenizer decoder regression vs FP8 inference on B200; unrelated." + "reason": "Whisper empty-transcription generation bug is unrelated to a Trainer import conflict caused by datasets." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Different missing-attribute bugs in different models/configs." + "reason": "Optimizer argument handling and Trainer import resolution are unrelated failures." }, { - "left": "issue:44625", + "left": "issue:44871", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Trainer import issue; unrelated." + "reason": "Gemma4 eos_token_id inconsistency is unrelated to importing Trainer from transformers." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both involve saving, but quantized model saving and Pipeline save_pretrained are distinct behaviors and fixes." + "reason": "Both are checkpoint/load-save regressions, but one is state_dict ordering during load and the other is incorrect saved Qwen3.5 checkpoints." }, { - "left": "issue:43756", + "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different defects." + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:45276", + "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Same Gemma4 family, but token embedding resizing and bidirectional attention masks are separate bugs." + "reason": "num_labels propagation and Gemma4 attention masking are different model-config regressions." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Docs mismatch for `return_all_scores` vs pipeline serialization; unrelated." + "reason": "Different config/attention problems: Gemma4 bidirectional masks vs LlamaConfig head_dim validation." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Both are import errors, but for different packages and symbols; not the same underlying breakage." + "reason": "Same class of symptom but different missing config fields on different models; not enough to merge as one bug." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Flash Attention support gap vs invalid GenerationConfig error; different code paths." + "reason": "CLIP attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and Trainer import conflicts are separate dependency/setup issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Model loading with `base_model_prefix` vs saving Pipeline objects; unrelated." + "reason": "Attention scaling in GPT2 is unrelated to AttentionInterface.register changing registered function behavior." }, { "left": "issue:36683", - "right": "issue:44077", + "right": "issue:44242", "accept": false, - "reason": "Gemma3 config bug vs a patchtsmixer post_init validation rule; different issues." + "reason": "Gemma3 missing vocab_size and MoE load-balancing loss behavior are different bugs." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "State-dict sorting/load failure and a Qwen3.5 save_pretrained regression are both serialization-adjacent but not the same bug." + "reason": "Different model-loading attribute errors with different models and configs." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and likely different breakpoints." + "reason": "Both mention Qwen3-VL, but one is a loading regression and the other is an infinite-loop generation bug on a specific image." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Qwen config propagation bug vs Gemma4 attention mask bug; unrelated." + "reason": "Missing embed_tokens weight in UMT5Encoder is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:43352", - "right": "issue:45593", + "right": "issue:43976", "accept": false, - "reason": "Flash Attention not supported for Nemotron vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Flash Attention support and Python version compatibility are unrelated regressions." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen/Nemotron space only superficially; one is Nemotron FA2 support, the other Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Different Gemma/Llama config behaviors and different failure modes." + "reason": "Both are import/compile-related, but one is compiled Python file handling and the other is a torch.jit parsing issue on Python 3.13." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted pair, issue:43618 and issue:43761, is a plausible single CLIPVisionModel.forward v5 regression affecting optional outputs, and the other soft-edge rejections stay conservative rather than overclaiming duplicate status. The overall characterization of the remaining items as unrelated standalone bugs is supported by their titles and descriptions." - }, - "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 }, @@ -15565,320 +15605,319 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:28282", + "issue:30333", "issue:33453", "issue:36296", "issue:36683", "issue:41669", + "issue:42548", "issue:42890", - "issue:43010", "issue:43064", - "issue:43065", + "issue:43352", + "issue:43441", "issue:43502", - "issue:43525", "issue:43575", + "issue:43576", "issue:43618", - "issue:43723", "issue:43867", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", - "issue:44077", "issue:44112", + "issue:44117", "issue:44222", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", + "issue:44380", "issue:44387", "issue:44492", "issue:44556", - "issue:44625", - "issue:44855", + "issue:44655", + "issue:44749", "issue:44857", "issue:44938", "issue:44964", - "issue:45071", + "issue:44977", "issue:45125", - "issue:45216", - "issue:45278", - "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45479", "issue:45561", "issue:45600", - "issue:45850", + "issue:46132", "issue:46202", - "issue:46285", - "issue:46365" + "issue:46285" ], "soft_pairs": [ - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44625", - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:44355|issue:44855", "issue:43867|issue:46202", + "issue:43441|issue:44380", "issue:43867|issue:45375", - "issue:44938|issue:45071", - "issue:36683|issue:43064", + "issue:36683|issue:44117", + "issue:43352|issue:44380", + "issue:44380|issue:45479", "issue:41669|issue:44246", "issue:42890|issue:45561", - "issue:43010|issue:45850", + "issue:43064|issue:44492", "issue:43992|issue:45478", + "issue:43976|issue:44938", "issue:43867|issue:45357", - "issue:43010|issue:43976", "issue:36296|issue:43575", - "issue:43618|issue:44077", + "issue:43064|issue:44655", "issue:28282|issue:33453", "issue:43618|issue:46285", + "issue:44655|issue:44938", "issue:43618|issue:44857", - "issue:44360|issue:45440", + "issue:43618|issue:44977", "issue:43502|issue:44062", + "issue:44360|issue:45440", "issue:42890|issue:44964", - "issue:42890|issue:45600", "issue:42890|issue:44112", - "issue:43723|issue:44556", - "issue:44387|issue:44556", + "issue:42890|issue:45600", "issue:44222|issue:45125", - "issue:43010|issue:43065" + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "0f58f8d9bcd99b4302e16e3a6d46af2a95d9320745371ef344f490edd90f00d7", + "prepared_review_unit_hash": "46edfb04f340d81f8852665538f235ade84b1ad88e5ce433748f80c082c86efb", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36822, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of unrelated Transformers issues. The only plausible duplicate pair is the import-time slowdown report (41669/44246); the rest are distinct model-, config-, loading-, training-, or test-specific bugs.", - "confidence": 0.82, - "canonical_issue_reason": "issue:41669 is the most concrete root-cause report in the set: it explains a specific import-time performance regression from `import *` usage, and it best matches the only plausible duplicate report here (issue:44246).", + "summary": "These are mostly unrelated issues spanning different models, versions, and subsystems. The only plausible duplicate is the import-time slowdown report: a generic \"import transformers takes long sometimes\" matches the more specific \"Remove import * usage from models\" performance complaint.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44246 is the broadest symptom-level report and best represents the import-time slowdown cluster; issue:41669 reads like a specific cause/remediation for that same slowdown.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best canonical issue for the small import-performance subcluster because it is specific, actionable, and closer to a root cause than the more generic symptom report.", + "best_issue_reason": "issue:44246 is the best global issue candidate because it describes the user-facing problem more generally and can subsume the more specific fix-oriented report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Different model configs and different missing attributes (`vocab_size` vs `pad_token_id`)." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Different bugs: missing `attentions` assignment in CLIP outputs vs Qwen3.5 save-pretrained checkpoint corruption." - }, - { - "left": "issue:36683", - "right": "issue:44625", - "accept": false, - "reason": "Both are config-related, but they concern different fields and model families (`vocab_size` vs `num_labels`)." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different models and different loading failures (`UMT5Encoder` missing weights vs Qwen3.5 MoE from_pretrained error)." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Unrelated: distributed trainer optimizer-state bug vs a typo in cache strategies." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Different topics: `update()` no-grad decoration vs broad import errors after upgrade." - }, - { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Optimizer argument handling is unrelated to an import failure when `datasets` is installed." + "reason": "Different failures: sorted state_dict load error vs Gemma pipeline roundtrip/tokenization issue." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Both involve import/parse failures, but one is a generic compiled-file error and the other is a Python 3.13 `torch.jit.script` parsing issue." + "reason": "Both mention FlashAttention, but they target different model/backends and different bugs." }, { "left": "issue:43867", - "right": "issue:46202", + "right": "issue:45375", "accept": false, - "reason": "Different loading/round-trip failures for different pipelines; no shared root cause is evident." + "reason": "Unrelated config/load issues for different models and failure modes." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "Different Qwen/Gemma loading paths and different missing pieces (`state_dict` ordering vs a dropped vision config field)." + "reason": "Different root causes: missing Gemma3 config field vs tokenizer mapping returning None." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Python 3.14 import/load breakage is not the same as `PretrainedConfig` type-checking regression." + "reason": "Different FlashAttention compatibility issues affecting different models/code paths." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Different subsystems: config attribute error vs trainer/FSDP/PEFT optimizer-state corruption." + "reason": "One is attention scaling under SDPA/FlashAttention; the other is a classification loss bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both describe the same import-time slowdown; 41669 identifies a concrete likely cause, while 44246 is the symptom report." + "reason": "Both point to import-transformers slowness, and 41669 is a concrete explanation/fix for the same performance problem reported in 44246." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Separate test failures: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." + "reason": "Unrelated test flakiness: missing set_seed vs pytest-xdist file race." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "One is a specific cache/layer update bug; the other is an overly broad complaint about many models breaking in v5." + "reason": "Different problems entirely: distributed training optimizer-state bug vs cache-strategy typo." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same general area of model loading, but different model families and no shared concrete failure mode." + "reason": "Both are from_pretrained failures, but they concern different models and missing pieces." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different bugs in different Qwen3.5 save/load flows; not the same underlying issue." + "reason": "Both are Python compatibility complaints, but they refer to different Python versions and likely different causes." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Unrelated regression in `update()` handling vs a Python-version compatibility problem." + "reason": "Load failure from sorted state_dict is unrelated to Qwen3.5 visual encoder key saving." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs tensor-parallel load OOM are related only at a broad subsystem level, not the same concrete defect." + "reason": "Different tensor-parallel/OOM scenarios with different models and settings." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "Different models and different issues: CLIP attentions output vs PatchTSMixer `post_init` API policy." + "reason": "Training optimizer-state corruption is unrelated to pipeline save_pretrained behavior." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "One is a missing-PyTorch import error for AutoModel; the other is a tokenizer-loading regression." + "reason": "ImportError for missing PyTorch backend vs tokenizer loading regression are different issues." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Different CLIP-related regressions with different symptoms; one is missing attentions, the other is a structural mismatch between CLIP text model classes." + "reason": "Different CLIP API regressions affecting different outputs/classes." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving pipeline objects and Python 3.14 import failures are unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "No shared root cause: CLIP output regression vs float16 AMP CUDA crash in another loss path." + "reason": "Different failures in different models/losses; no shared underlying bug." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Different model/code-path problems: DSA indexer ReLU discussion vs DeepSeekV3MoE parity divergence." + "reason": "CLIP output attribute regression and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Unrelated: offline-loading API requests vs tokenizer `AddedToken` keyword collision." + "reason": "Local-files-only network leak and AddedToken keyword collision are distinct bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different failures in different tests/models; no evidence they are the same bug." + "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:44112", "accept": false, - "reason": "CI test flakiness from missing seeds is unrelated to stale `auto_mappings.py` config references." + "reason": "Different CI/test issues with different causes and files." }, { "left": "issue:42890", - "right": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both are CI/test issues, but they involve different tests and different failure causes." + "reason": "Set_seed flakiness is unrelated to broken auto_mappings references." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Related only at a very high level (`from_pretrained`/reload regressions); the concrete failures differ." + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is missing tensor-parallel plan support." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Different problems: int4 quantization memory growth vs checkpoint reload compatibility." + "reason": "Broken env command and AttentionInterface behavior change are unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Same model family, but different concrete defects: FP8 save-pretrained behavior vs missing tensor-parallel plan." + "reason": "Both are top-level import errors, but for different missing symbols and likely different causes." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Tensor-parallel plan absence and from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and checkpoint reload slowdown after upgrade are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 CUDA memory/OOM regression is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Completely different bugs: cache/layer update semantics vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "Missing _tp_plan and missing vision config field are different Qwen3.5 issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, issue:41669/issue:44246, is the only clearly supported duplicate-like match, and the remaining soft-edge rejections do not overclaim shared root causes." + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft edge, issue:41669 \u2194 issue:44246, is well supported by the titles as the same import-time slowdown problem with a more specific cause/fix description. The rest of the pairwise rejections stay appropriately cautious and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -15894,10 +15933,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:27957", "issue:30333", @@ -15912,324 +15951,317 @@ "issue:42757", "issue:42831", "issue:43010", - "issue:43232", "issue:43299", "issue:43502", "issue:43526", "issue:43576", - "issue:43673", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", "issue:43901", + "issue:43976", + "issue:44038", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", - "issue:44485", - "issue:44492", + "issue:44368", + "issue:44393", "issue:44556", "issue:44623", "issue:44655", - "issue:44749", "issue:44908", "issue:44938", "issue:44961", "issue:45071", "issue:45125", "issue:45230", - "issue:45375", + "issue:45278", "issue:45468", - "issue:45478", - "issue:46132", - "issue:46143", - "issue:46144", + "issue:45542", + "issue:45656", + "issue:45850", + "issue:46095", "issue:46209" ], "soft_pairs": [ - "issue:43576|issue:46132", - "issue:43502|issue:44485", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:43010|issue:43232", + "issue:43010|issue:45278", + "issue:43723|issue:44556", "issue:43502|issue:44222", "issue:30990|issue:31795", - "issue:43299|issue:44556", "issue:43502|issue:44961", + "issue:43010|issue:45850", "issue:42831|issue:43874", "issue:30333|issue:36296", "issue:44355|issue:45071", + "issue:43010|issue:44368", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:44315|issue:44360", + "issue:43299|issue:44556", "issue:27957|issue:33453", "issue:42757|issue:43576", "issue:43576|issue:45071", + "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", + "issue:43010|issue:43976", "issue:43576|issue:44938", "issue:44222|issue:44230", "issue:44908|issue:44961", - "issue:44485|issue:44961", - "issue:46143|issue:46144", "issue:41628|issue:42548", "issue:36296|issue:43901", - "issue:44315|issue:46209", "issue:36296|issue:43526", - "issue:43673|issue:44492", - "issue:44623|issue:45230" + "issue:44315|issue:46209", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071" ], - "prepared_review_unit_hash": "b62d4a07638a52c2d8b554da8524cf1736dba8988c3b0734cfec74a40df71634", + "prepared_review_unit_hash": "592d23efc47b95850e7fc00cd8face747c22733e64043f4eb305d454d927791f", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37696, - "estimated_input_tokens": 9424, - "estimated_eval_tokens": 19104 + "soft_pair_count": 35, + "serialized_chars": 37502, + "estimated_input_tokens": 9376, + "estimated_eval_tokens": 19008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues that happen to share broad Transformers/v5 or import/loading themes. I found no soft pair that looks like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43576 is the best anchor for the cluster because it is a concrete v5 regression, has the most similarity links, and is representative of the broad \u201cTransformers v5 broke something\u201d subgroup.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import/export regressions, model-loading failures, docs problems, FP8/tensor-parallel edge cases, and a few training/runtime bugs. I do not see any soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest representative of the repeated v5 import-regression theme, but the cluster as a whole is not a clean duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the strongest representative issue in this set: it is specific enough to be actionable, yet broad enough to sit near several other v5-related loading/import regressions.", + "best_issue_reason": "issue:45278 most usefully summarizes the broad cross-version import breakage pattern, even though it is not a true umbrella duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Both touch attention-related behavior in Transformers v5, but one is a broken CLI/env command and the other is a change in AttentionInterface.register semantics; not the same bug." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "One is about unwanted network requests despite local_files_only=True; the other is a GLM-5 RoPE implementation issue. Different code paths and symptoms." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols/modules (PreTrainedModel vs HybridCache). These are distinct API breakages." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel planning and the other is a from_pretrained error in transformers>=5.4.0. Too different to merge." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Both mention loading/performance after upgrade, but one is compiled Python file errors and the other is data filtering slowdown. Not the same underlying defect." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated subsystems and failure modes." - }, - { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel support and the other is a config field being dropped by @strict. Different bugs." + "reason": "Different problem classes: no_grad decoration on cache updates vs many import errors after upgrade." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "One is about no_grad decoration on cache/layer update methods; the other is generation kwargs handling after sync_gpus. Similar area, but not the same code-path problem." + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility; not the same bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "One is an unexpected network request issue; the other is an FP8 save_pretrained moe bug. Different operations and failure points." + "reason": "local_files_only network leakage and FP8 save_pretrained on moe are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hangs versus documentation confusion for input_ids/past_key_values. One is a runtime bug, the other is docs wording." + "reason": "Runtime hang during loading vs documentation confusion in model.forward." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Both involve v5 model loading regressions, but they affect different model families and likely different serialization assumptions." + "reason": "API calls despite local_files_only is unrelated to an empty/placeholder issue." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "The local_files_only network-request bug is unrelated to an issue titled only 'racoon'; there is no evidence of the same defect." + "reason": "Specific no_grad cache bug vs vague claim that v5 breaks many models." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Both are accuracy/processor-related, but one is FineGrainedFP8 accuracy and the other is a missing image-processor method causing AttributeError." + "reason": "FP8 accuracy issue and missing image-patch helper are different model-specific bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failure and tensor parallel training are separate concerns with no shared code path indicated." + "reason": "MLflow reporting on failed jobs vs tensor-parallel training bug are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file loading errors and PretrainedConfig type-checking breakage are unrelated kinds of regressions." + "reason": "Compiled Python file errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to a tie_word_embeddings warning." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a one-word issue title do not indicate the same underlying bug." + "reason": "Docs still mentioning pipeline() and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and inability to save Pipeline objects are different problems in different parts of the API." + "reason": "Import/runtime errors on compiled files and pipeline save_pretrained failure are different code paths." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are distinct loading failures affecting different components." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are not the same concrete issue." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in model_init and a DSA indexer lacking ReLU are unrelated implementation issues." + "reason": "Liger Kernel application with model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/model loading complaints, but they target different models and failure modes." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a tokenizer loading regression are different feature/regression areas." + "reason": "Flash Attention support for XLM-Roberta and tokenizer loading regression are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and a broken transformers env command are both v5-adjacent, but they are different missing-API vs CLI issues." + "reason": "A missing huggingface_hub import and a broken transformers env command may be related in theme, but not clearly the same bug from the titles alone." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken env command and a PretrainedConfig typing regression are unrelated user-facing regressions." + "reason": "CLI env breakage and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no_grad bug vs deepspeed double optimizer-step bug are different issues." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env command failure and a missing Qwen2.5-VL class import are different import/CLI breakages." + "reason": "Env command breakage is not the same as missing Qwen2_5_VL export." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion for model.forward and a missing layer_type_validation import are not the same bug." + "reason": "Docs confusion in forward signatures and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The 'racoon' issue provides no evidence of overlap with Gemma-4 audio positional encoding." + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration bug and Python version incompatibility are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "A broken transformers env command and Python 3.14 load failures are both environment-related, but the concrete failures differ." + "reason": "Broken env command and Python 3.14 load failure are different version-specific problems." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8, but one is saving moe checkpoints and the other is inference support for specific Qwen3-VL/Qwen3.5 models." + "reason": "Both are FP8/moe related, but save_pretrained behavior and inference support are different concrete changes." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Inverse_sqrt scheduler kwargs handling and the unrelated 'racoon' issue are not the same defect." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder title do not match." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "One is about **kwargs not being propagated in RoFormer methods; the other is that RoFormer attention does not use the attention interface. Related subsystem, but distinct bugs." + "reason": "Scheduler kwargs handling and placeholder issue are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing exports." + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and text-classification docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and a docs/behavior mismatch for TextClassificationPipeline are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application in model_init and FP8 inference on B200 are different performance/runtime issues." + "reason": "Liger Kernel application in model_init and FP8 inference on B200 are different problems." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are different areas with no shared failing path." + "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same bug." + "reason": "Lazy loading failure and TensorFlow backend detection issue are unrelated." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3/VL moe and a DeepSeek weight-conversion question are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and missing _tp_plan for tensor parallelism are different code-path problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Missing files on processor.save_pretrained and a generic 'Bug report' have no evidence of being the same issue." + "reason": "2D bounding-box output issues and PretrainedConfig type checking are unrelated." } ] }, @@ -16248,10 +16280,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:31795", "issue:33453", @@ -16265,10 +16297,9 @@ "issue:43576", "issue:43673", "issue:43827", + "issue:43874", "issue:43976", - "issue:44038", "issue:44077", - "issue:44230", "issue:44246", "issue:44273", "issue:44295", @@ -16276,6 +16307,7 @@ "issue:44315", "issue:44351", "issue:44360", + "issue:44373", "issue:44393", "issue:44492", "issue:44556", @@ -16284,10 +16316,10 @@ "issue:44829", "issue:44861", "issue:44908", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45278", "issue:45310", @@ -16295,29 +16327,22 @@ "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850", - "issue:46095", - "issue:46218", - "issue:46328" + "issue:46143", + "issue:46144", + "issue:46218" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:44273|issue:45542", - "issue:44230|issue:46095", - "issue:44038|issue:45125", - "issue:44393|issue:45071", "issue:44273|issue:45003", - "issue:43576|issue:44556", + "issue:44373|issue:44961", "issue:44393|issue:45753", + "issue:43576|issue:44556", "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:45362|issue:45850", "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:42890|issue:44908", @@ -16330,284 +16355,301 @@ "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:45278|issue:45850", "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:46143|issue:46144", "issue:43976|issue:46218", "issue:44077|issue:44861", + "issue:43673|issue:44492", "issue:43827|issue:44908", "issue:31795|issue:33453", + "issue:41669|issue:44492", "issue:44315|issue:44829", "issue:43576|issue:44273", "issue:45230|issue:45310", "issue:44360|issue:45468", "issue:44655|issue:44861", + "issue:42371|issue:44492", "issue:44273|issue:44908", - "issue:43576|issue:46218" + "issue:43576|issue:46218", + "issue:43827|issue:44492" ], - "prepared_review_unit_hash": "61872d20b5b7ecafbe5b708a2081f3d2c850dcc65314b2a3e1989c14d7dd7445", + "prepared_review_unit_hash": "bae824fd7be927ba43581a722c756950e13867cd1fe279cf1e8055b2527f616c", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39687, - "estimated_input_tokens": 9922, - "estimated_eval_tokens": 20100 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38660, + "estimated_input_tokens": 9665, + "estimated_eval_tokens": 19586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports. The only soft match I\u2019d accept is the import-time slowdown pair, which appears to describe the same performance regression from different angles.", - "confidence": 0.81, - "canonical_issue_reason": "issue:41669 is the most concrete, actionable report for the import slowdown, with a specific suspected cause and clear performance impact; issue:44246 is the broader symptom report.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, model-specific import/config errors, and a few doc/test issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared post-v5 regression theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 best represents the underlying bug because it identifies the likely root cause and the exact regression surface.", + "best_issue_reason": "Issue #45850 is the best representative because it captures the general user-facing regression pattern and can conceptually subsume the narrower follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break; no shared concrete code path." - }, { "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading malfunction and TensorFlow backend installation error are different failures." - }, - { - "left": "issue:44230", - "right": "issue:46095", + "right": "issue:45003", "accept": false, - "reason": "FP8 inference support request and DeepSeek weight-conversion question are unrelated." + "reason": "Lazy loading/import timing problem vs unsafe sys.modules access; different failure modes." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "Same model family, but one is a Qwen3-VL-Moe compatibility bug and the other is a tensor-parallel planning gap." + "reason": "Docstring bug vs placeholder/noise issue; unrelated." }, { "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL bbox output problem vs a PretrainedConfig type-checking regression; different bugs." - }, - { - "left": "issue:44273", - "right": "issue:45003", + "right": "issue:45753", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but one is a lazy-loading correctness issue and the other is unsafe sys.modules access." + "reason": "Qwen3-VL bbox hallucination vs Qwen3_5 infinite-loop report; different model and symptom." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "BBox hallucination/error and infinite-loop-on-one-image are not the same symptom or code path." + "reason": "Broken `transformers env` command vs checkpoint reload incompatibility after upgrade; unrelated." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4Config attribute error is not the same as a generic claim that many models break." + "reason": "Llama4 config attribute error is a specific model bug, not the same as a broad v5-breakage umbrella." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from import * usage is different from a missing GenerationMixin cache during chunked_prefill." + "reason": "Import-time performance issue vs missing generation cache in chunked prefill; different code paths." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 reload incompatibilities, but they involve different loading scenarios and model-specific failures." + "reason": "Checkpoint reload regression vs meta-initialization incompatibility; separate issues." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is too specific to match the broad breakage complaint." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo in cache-strategy docs/metadata is unrelated to a general model-breakage report." + "reason": "StableLm pad_token field regression is model-specific and not the same bug as a generic v5 breakage report." }, { - "left": "issue:45278", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade and a broad 'many models break' complaint are 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": "Qwen3.5 chat crash is a concrete model/runtime bug, not the same underlying issue as the broad umbrella." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import slowdown and a specific missing Qwen3_5ForCausalLM import are different failures." + "reason": "Import-star performance complaint vs missing Qwen3_5 symbol; both import-related but not the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning and Liger Kernel not being applied with model_init are unrelated." + "reason": "sam3 tracker config warning vs Liger kernel application in model_init; unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Test flakiness from missing seeds vs scheduler kwargs passthrough; unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer save metadata mismatch vs generic bug report placeholder; unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is unrelated to the generic bug report title." + "reason": "position_ids buffer access error vs generic bug report placeholder; unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern import/lazy-loading behavior, but one is import slowness and the other is a lazy-loading correctness issue; not the same concrete bug." + "reason": "Import slowdown vs lazy-loading malfunction; related area but not the same bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support warning and Qwen3-VL bbox output failure are different issues." + "reason": "FlashAttention 2 unsupported on Nemotron vs Qwen3-VL bbox output issue; different model and failure." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs handling are unrelated." + "reason": "Broken env command vs inverse_sqrt scheduler kwargs; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support breakage and Qwen3-VL output errors are unrelated." - }, - { - "left": "issue:44704", - "right": "issue:44908", - "accept": false, - "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "Python version compatibility regression vs Qwen3-VL bounding-box issue; unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; unrelated." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import-time performance regression is not the same as failing to import HybridCache." + "reason": "AutoProcessor kwargs passthrough vs scheduler kwargs handling; different components." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Import-star performance issue vs missing HybridCache export; different import bugs." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import slowdown regression and a testing_utils bug are different code paths." + "reason": "Import-star performance issue vs a testing_utils bug; unrelated." }, { - "left": "issue:43976", + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Python 3.9/3.10 support mismatch is not the same as a broad post-v5 breakage complaint." + "reason": "Both are broad v5 regression complaints, but they are not the same concrete bug or code path." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and Qwen3.5 Moe from_pretrained failure are different model bugs." + "reason": "Qwen3-VL bbox hallucination vs Qwen3.5 MoE from_pretrained error; different models and symptoms." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image-patch API break vs broad model-breakage report; not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing `**kwargs` forwarding vs attention-interface usage; related RoFormer area but distinct fixes." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility and a Qwen3_5ForCausalLM import failure are unrelated." + "reason": "Python version support issue vs missing Qwen3_5 import; unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are unrelated." + "reason": "`post_init` policy question vs tied-weights attribute crash; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache bug vs cache-strategy typo; unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing removed pipeline APIs vs inverse_sqrt scheduler kwargs; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and a tokenizer-loading regression are unrelated." + "reason": "Forward doc confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance issue vs cache-strategy typo; unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training under flash_attention_3 are different bugs." + "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading not working are different issues, even if both are v5 regressions." + "reason": "Broken env command vs lazy-loading malfunction; different problems." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A placeholder 'Bug report' title does not establish the same concrete failure as the Qwen3.5 Moe from_pretrained error." + "reason": "Generic bug report placeholder vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weights key crash; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API guidance vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs missing Qwen3_5 import; both import-related but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs cache-strategy typo; unrelated." } ] }, @@ -16626,10 +16668,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-453", + "cluster_id": "cluster-10000-454", "nodes": [ "issue:30333", "issue:31515", @@ -16652,7 +16694,6 @@ "issue:43525", "issue:43572", "issue:43606", - "issue:43618", "issue:43668", "issue:43704", "issue:43717", @@ -16663,11 +16704,9 @@ "issue:44263", "issue:44351", "issue:44485", - "issue:44492", "issue:44623", "issue:44861", "issue:44908", - "issue:44938", "issue:44998", "issue:45290", "issue:45310", @@ -16680,9 +16719,9 @@ "issue:46218" ], "soft_pairs": [ - "issue:46018|issue:46172", "issue:43519|issue:44485", "issue:43519|issue:44908", + "issue:46018|issue:46172", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:31515|issue:31795", @@ -16701,15 +16740,15 @@ "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:44861|issue:45290", - "issue:44938|issue:44998", + "issue:43704|issue:44998", "issue:43525|issue:44861", "issue:31515|issue:38617", "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", "issue:44230|issue:44623", + "issue:44998|issue:46218", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:44230|issue:45310", @@ -16728,316 +16767,316 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "f54ee0083abfc14deb9c31d9c977c5c440d58c72ba0348d30bb8254a352b7382", + "prepared_review_unit_hash": "a56231be6fa3c108c6ba5520d20a79204dd985dca3e4d5e054f9fb1fb7e541d4", "component_budget": { - "node_count": 453, - "item_count": 453, + "node_count": 454, + "item_count": 454, "soft_pair_count": 1677, - "serialized_chars": 867752, - "estimated_input_tokens": 216938, - "estimated_eval_tokens": 434132 + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 44, + "item_count": 44, "soft_pair_count": 47, - "serialized_chars": 40309, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 38703, + "estimated_input_tokens": 9676, + "estimated_eval_tokens": 19608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformer issues that happen to share broad loading/model/tokenizer language. I don\u2019t see a true duplicate set; the soft links are mostly spurious similarity matches.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45850 is the closest broad umbrella for the cluster because it describes widespread 5.0 breakage, but the underlying reports are still too diverse to be real duplicates.", + "summary": "Mostly a noisy cluster of unrelated Transformers issues, with a loose theme around v5 regressions/model loading/tokenizer behavior. No soft pair looks like the same concrete bug; the closest umbrella issue is the broad v5-breakage report.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \"v5 breaks models\" theme, but it is still too vague to be a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the best single representative of the overall theme because it is the broadest regression report in the set, though it is not a tight canonical duplicate anchor.", + "best_issue_reason": "issue:45850 is the best representative of the loose regression cluster because it is the most general issue covering multiple v5-related breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "Different DeepSeek-V4 bugs: gated expert logic vs a tensor transpose/dtype issue." - }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated bugs." + "reason": "Different bugs in different models: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Vision processor timestamp math is unrelated to scheduler kwargs handling." + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but one is gating logic and the other is a tensor transpose/cast issue." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import star cleanup and a multithreaded VRAM leak are different problems." + "reason": "Import-star performance cleanup vs a VRAM leak are not the same bug." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward args is not the same as a model-loading regression." + "reason": "Documentation confusion is distinct from a tokenizer/model loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward-API documentation are unrelated." + "reason": "Checkpoint load slowness is not the same as documentation confusion about forward inputs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + "reason": "Unrelated problems affecting different components and models." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both touch positional encoding, but they are different models and different concrete failures." + "reason": "Different model-specific implementation bugs; no shared concrete failure path." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and a DeepSeek-V4 weight-conversion question are unrelated." + "reason": "Continuous batching audio support and a weight-conversion question are different issues." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad 5.0 breakage complaint is not the same as a specific missing import for Qwen3_5ForCausalLM." + "reason": "Broad v5-regression complaint vs a specific import error; not the same underlying bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance is unrelated to a VRAM leak." + "reason": "TF32 configuration guidance is unrelated to a VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and timestamp calculation are different code paths." + "reason": "Local-files-only network requests and timestamp calculation are different failures." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp math and missing save_pretrained files are unrelated processor bugs." + "reason": "Timestamp computation bug vs missing files on save_pretrained." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp logic is unrelated to multithreaded memory leakage." + "reason": "Processor timestamp bug and multi-thread VRAM leak are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling is unrelated to Gemma4 audio positional encoding." + "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU-offload device mismatch and audio positional encoding are different model-specific issues." + "reason": "CPU offload device mismatch is a different code path than Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision mismatch is not the same as Gemma4 audio positional encoding." + "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import failures for different symbols/models; not the same missing export." + "reason": "Both are import failures, but for different symbols and likely different causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention unsupported and missing Qwen3_5 import are unrelated." + "reason": "FlashAttention support limitation is not the same as a missing module import." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-v5 reports, but one is broad behavior drift and the other is a specific decoder-type bug." + "reason": "Both concern tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type mismatch." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and spam/off-topic issue are unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Cache-strategy typo and unrelated spam issue are not duplicates." - }, - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the off-topic item." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "Spam/off-topic text is not a duplicate of a broad 5.0 regression report." + "reason": "Scheduler kwargs bug has nothing to do with the unrelated issue title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and apply_chat_template tool-call crash are different failure modes." + "reason": "Tied-weight key crash and chat-template tool-call crash are different failure modes." }, { - "left": "issue:44938", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the off-topic item." + "reason": "VRAM leak and an unrelated issue title are not duplicates." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and tied-weight key handling are unrelated." + "reason": "Missing config attribute and tied-weight-key AttributeError are different bugs." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are unrelated." + "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError in configuration_utils." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad token regression is unrelated to tied-weight key crashes." + "reason": "StableLmConfig pad token field regression is unrelated to the tied-weight-key crash." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to the other issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance work and an unrelated issue title do not match." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are unrelated." + "reason": "FP8 support request and processor save_pretrained missing files are different topics." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Unrelated issue title versus a specific import error." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to checkpoint loading speed." + "reason": "MLFlow reporting after failure and checkpoint load speed are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bugs are different issues." + "reason": "Checkpoint loading slowness and tensor-parallel training bug do not share the same code path." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained failure are not the same bug." + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained regression are distinct." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness and tokenizer-loading regression are different problems." + "reason": "Model checkpoint load slowness and tokenizer-loading regression are different bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 support are unrelated feature gaps." + "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are not the same issue." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 gating." + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint typo in config is unrelated to tokenizer regex warnings." + "reason": "A config type-hint typo is unrelated to tokenizer regex warning spam." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignoring a configured loss value and missing kwargs in loss calculation are different bugs." + "reason": "ignore_value usage and loss-kwargs forwarding are separate defects." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs handling and RoFormer attention interface are unrelated." + "reason": "Loss kwargs forwarding has no overlap with RoFormer attention interface behavior." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value and tokenizer regex warnings do not share a code path." + "reason": "Mask2Former ignore_value bug is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model subsystems: segmentation loss handling vs attention interface." + "reason": "Different model components and failure modes." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value usage and a typo in quantization operation naming are unrelated." + "reason": "Mask2Former ignore_value handling and a typo in quantization_operation are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and a config type-hint mistake are unrelated." + "reason": "Passing kwargs to loss and a config type-hint issue are not the same bug." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correction and a typo in a conversion API name are different fixes." + "reason": "Type-hint correctness and a typo in conversion code are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm semantics and a ModernBERT type-hint issue are unrelated." + "reason": "A question about whether a norm is RMSNorm is not the same as an incorrect type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Segmentation ignore_value logic is unrelated to a config annotation typo." + "reason": "Mask2Former ignore_value regression and ModernBERT norm_eps typing are unrelated." } ] }, @@ -17056,8 +17095,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17070,7 +17109,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d6b022fe048fb172de4c6c8f48e899062b498cdfe75f0986fc87a0f5d0d7d59a", + "prepared_review_unit_hash": "9930967f87af198253dc5486120ea2c4a0fabcbc5df9d028520671f4a0cac67f", "component_budget": { "node_count": 3, "item_count": 3, @@ -17092,30 +17131,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate feature requests in different areas: token truncation behavior, a learning-rate scheduler feature, and Wav2Vec2 word timestamp offsets. No pair looks like the same underlying bug or change.", + "summary": "These three issues are unrelated feature requests in different areas (token truncation, learning-rate scheduling, and Wav2Vec2 alignment), so the cluster appears to be a false-positive similarity group rather than a duplicate set.", "confidence": 0.98, - "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request, with a specific API behavior change described in the title.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the clearest representative of the cluster because it is specific and narrowly scoped; the other issues are unrelated in topic and subsystem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requested changes: truncation direction for tokenization vs. Wav2Vec2 word boundary timestamps." + "reason": "Different topics and code paths: truncation strategy in tokenization vs. word time offsets in Wav2Vec2. No evidence they describe the same underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated features: tokenizer truncation behavior vs. ReduceLROnPlateau-like scheduler functionality." + "reason": "Token truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality; they target different subsystems and problems." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug/change; one asks for a scheduler feature, the other for speech model timing offsets." + "reason": "One is about learning-rate scheduling, the other about extracting word offsets from Wav2Vec2. They are not the same issue or fix." } ] }, @@ -17134,8 +17173,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17147,12 +17186,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "213ce43d2eb4b8ba8cbecd04767d18b56af5b19550e2ee914386937bf2eb1290", + "prepared_review_unit_hash": "aad7b3b4fbe93527ae4da33e9525a864a016452ad00ca23f37585391ccff72d3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17160,7 +17199,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17169,24 +17208,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are only loosely related by model/tokenizer/HF-loading wording, but they describe different problems: Tapas tokenization mismatch, a private-model login error message, and a failure loading bert-base-uncased. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #16618 is the broadest and most general of the set, with the most discussion and a user-facing model-loading failure, so it is the best single representative if one is needed.", + "summary": "The cluster is weakly related at best: one issue is a generic model-loading failure, one is a private-model authentication/error-message problem, and one is unrelated tokenization behavior. I would not merge any pair as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue #16618 is the broadest and most central of the three because it describes a general model-loading failure, whereas #15980 is specifically about private-model auth messaging and #13244 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best issue candidate because it is the clearest, most general symptom report in the cluster and most likely to attract related discussion.", + "best_issue_reason": "#16618 is the best representative of the cluster only because it is the most general and likely to be the closest anchor for the model-loading side of the discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "These appear to be different bugs: tokenizer behavior for Tapas versus a model-loading failure for bert-base-uncased. They do not share a concrete code path or fix." + "reason": "Different problem domains: TAPAS tokenization discrepancies vs. inability to load bert-base-uncased. No evidence they describe the same bug or fix path." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both concern model downloads/loading, but one is specifically a private-model authentication/error-message issue while the other is a generic load failure. Too broad to treat as the same underlying bug." + "reason": "Both involve loading models, but #15980 is specifically about the error shown when accessing a private model while logged out, while #16618 is a generic load failure for a public model. These are not the same underlying issue." } ] }, @@ -17205,8 +17244,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17216,12 +17255,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2a16aa37975dffdadd38eea6ab1a77c6f6b8a57c84f1e350b674261500d37f9c", + "prepared_review_unit_hash": "2d2ae72c38c3571fdd57b8d816ca42a983438b9bebb64e357f1d6ee3a8632f83", "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 }, @@ -17229,7 +17268,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17238,18 +17277,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a broad \u201cmore architectures\u201d theme but do not describe the same underlying bug or change.", + "summary": "The two issues are about different feature requests for different architectures/formats (Flash Attention 2 vs GGUF support), so they are not duplicates and should not be clustered together.", "confidence": 0.98, - "canonical_issue_reason": "Not applicable as a duplicate canonical: the issues track different feature requests (Flash Attention 2 support vs GGUF support), so neither can serve as the canonical for the other.", + "canonical_issue_reason": "No canonical issue: these requests target different underlying capabilities and do not describe the same bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a global representative of the other; they are unrelated feature-tracking threads in the same general area but for different deliverables.", + "best_issue_reason": "Neither issue is a strong canonical representative of the other because they concern separate community contributions with different implementation goals.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and likely different implementation work; same broad subsystem/theme is not enough to treat them as duplicates." + "reason": "Different feature areas and different requested support types; not the same underlying issue." } ] }, @@ -17268,8 +17307,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26413-2", "nodes": [ @@ -17279,7 +17318,7 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "bf6f367a3d4a3b3d1f97cb00c97be0775c99036f58d79989e176e1846bf66add", + "prepared_review_unit_hash": "bd884d112def90c7807fab2cf019c0a53ec6f015238ad69418ff2a4ccfa42d6f", "component_budget": { "node_count": 2, "item_count": 2, @@ -17301,18 +17340,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern training failing to start, but the evidence is too thin to treat them as the same bug. The first is a specific `resume_from_checkpoint`/`epoch_iterator` failure; the second is a broader FineWeb SLM training startup problem with no explicit linkage to that code path.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #26413 is the more specific, clearly framed bug report with an explicit failure message and likely reproducible code path.", + "summary": "These two closed issues are loosely related to training startup problems, but they do not appear to describe the same underlying bug. Issue #26413 is a specific `resume_from_checkpoint` failure with a concrete `epoch_iterator` error, while #31501 is a broader report that FineWeb SLM training does not start without evidence it hits the same code path.", + "confidence": 0.84, + "canonical_issue_reason": "#26413 is the more specific and actionable report: it names the exact failure message and the checkpoint-resume path, making it a better anchor for deduping or tracing the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26413 is the best representative because it names the concrete error and underlying training control-flow problem; #31501 is too broad from the title alone.", + "best_issue_reason": "#26413 is the best single issue to keep as canonical because it is narrowly scoped and includes the exact error condition; #31501 is too generic to serve as a strong canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both mention training not starting, but one is specifically about `resume_from_checkpoint` hitting an empty `epoch_iterator` while the other is a general FineWeb SLM startup failure. No evidence they are the same underlying bug or fixable in one change." + "reason": "Do not merge: the first issue is a concrete `resume_from_checkpoint`/`epoch_iterator` bug, while the second only says FineWeb SLM training does not start and does not show the same error, stack trace, or code path." } ] }, @@ -17331,8 +17370,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17371,187 +17410,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "57e5ee589e06df80630543a675117e169abf39e6aa102a568e80e2930631eba3", + "prepared_review_unit_hash": "6c24066e4967d4779361031b17ac66e8ae8e873f621f22333b1aff6a3a567bb7", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13526, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Using only titles, body lengths, and soft-similarity scores, this looks like two tight duplicate-like subgroups rather than one big duplicate set: three identical generic placeholder translation issues, and one identical Thai-titled pair. The language-specific translation requests (Turkish, Spanish, Romanian) appear separate and should not be merged based on this evidence alone.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43834 is the best canonical anchor for the largest high-similarity subgroup: it has the generic placeholder title shared by the other two placeholder issues and sits in the densest cluster.", + "summary": "This cluster is mostly a family of translation-request issues, but the concrete language targets differ, so most pairs are only template-similar, not true duplicates. The only clear duplicate sets are the identical generic placeholder issues and the identical Thai-title pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the best duplicate anchor because it sits in the largest exact-text placeholder subgroup and has near-identical matches to 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the strongest overall issue representative because it belongs to the largest near-duplicate cluster and connects to the other placeholder-title copies with very high similarity.", + "best_issue_reason": "issue:43834 is the strongest overall issue representative for this cluster: it is concise, closed, and the closest match to multiple same-title duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs. generic placeholder issue; related topic, but not the same underlying issue." + "reason": "Different target language; only shares the translation-request template." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific request vs. generic placeholder issue; similarity is only boilerplate-level." + "reason": "Different target language; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request and placeholder-template issue are not the same concrete task." + "reason": "Turkish-specific request vs generic placeholder; template similarity only." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Turkish vs. Romanian); separate issues." + "reason": "Different language-specific translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language requests (Turkish vs. Spanish); separate issues." + "reason": "Turkish vs Spanish translation request; same family, not duplicate." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs. generic placeholder issue; too little evidence of the same underlying task." + "reason": "Spanish-specific request does not match the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request and placeholder-template issue look related only at the template level, not duplicate." + "reason": "Different target language; only broad i18n similarity." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs. Romanian translation requests are distinct issues." + "reason": "Spanish vs Romanian translation request; distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs. placeholder-template issue; not the same change or request." + "reason": "Different target language; not the same change." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is language-specific; placeholder issue is a different artifact." + "reason": "Romanian-specific issue vs generic placeholder; not a duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs. generic placeholder issue; related, but not a clear duplicate." + "reason": "Romanian-specific issue vs generic placeholder; only template overlap." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is distinct from the placeholder-template issue." + "reason": "Romanian request is concrete; placeholder title is broader and not the same issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian issue and Thai-titled issue do not look like the same translation request." + "reason": "Different content and language; no evidence of the same underlying request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian issue and Thai-titled issue do not look like the same underlying task." + "reason": "Different content and language; only superficial similarity." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title and extremely high similarity; highly likely duplicate." + "reason": "Same generic placeholder title/body pattern; looks like a duplicate report." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder title and extremely high similarity; highly likely duplicate." + "reason": "Exact same placeholder translation-request issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Very high similarity, but different titles and no body text to show the same underlying issue." + "reason": "Generic placeholder vs unrelated Thai-text issue; not the same report." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Very high similarity, but different titles and insufficient evidence to merge." + "reason": "Generic placeholder vs unrelated Thai-text issue; not a true duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-template title with near-perfect similarity; highly likely duplicate." + "reason": "Same placeholder title and near-identical body; duplicate translation-request issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "High textual similarity alone is not enough here; the titles are different and the evidence is too thin." + "reason": "Placeholder issue and Thai-text issue do not describe the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "High similarity, but different titles and no direct evidence of the same issue." + "reason": "Placeholder issue and Thai-text issue are different underlying reports." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs. Thai-titled issue; not the same concrete request." + "reason": "Different content; similarity is only at the broad i18n-template level." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs. Thai-titled issue; not the same concrete request." + "reason": "Different content; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title and perfect similarity; highly likely duplicate pair." + "reason": "Identical Thai title/body pattern; clear duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary overstates what the packet supports. The packet only shows titles, body lengths, and soft-similarity scores; it does not expose the bodies, and every pair is marked deterministic_accept=false. Saying the placeholder issues or Thai-titled issues are \"exact\" or even clearly duplicate is stronger than the evidence here. The cross-language separations are conservative, but the accepted soft-edge pairs need weaker wording (e.g., \"highly similar\" / \"possible duplicates\")." + "accept": true, + "feedback": "The summary is grounded in the packet: the Turkish/Spanish/Romanian issues are clearly language-specific, while the three placeholder-titled issues and the two Thai-titled issues have very high similarity and are the only plausible duplicate sets. The verdicts are conservative overall. Minor note: describing the placeholder group as \u201cexact-text\u201d is a bit stronger than the evidence; \u201cnear-identical placeholder issues\u201d would be safer." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17564,8 +17603,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17613,261 +17652,261 @@ "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:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "f1ad9f7ce3672a3f9491d76b92071c71f657be7778fad29eed149934a3a5ca6b", + "prepared_review_unit_hash": "af308df122363c1a8c8512a85d11d418ec1a007649ce5dae1924ca8b60894e04", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of model-support requests across different architectures and modalities. Despite textual similarity, the items are not the same underlying bug/change, so the soft edges should not be merged.", - "confidence": 0.97, - "canonical_issue_reason": "If a single anchor is needed, issue 42738 is the broadest conceptual request in the set, but it is still only a rough umbrella and not a true duplicate of the model-specific requests.", + "summary": "These are all distinct model-request issues clustered by broad topical similarity, not true duplicates. The soft links mostly reflect the common pattern of adding new model support in Transformers, but the requested models, modalities, and code paths differ too much to merge.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43671 is the most central hub in this cluster\u2019s similarity graph and the closest thing to a representative request, but it still describes a specific Qwen3-TTS addition rather than an umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "42738 is the closest representative issue because it is the most general architecture-style request; however, this cluster is heterogeneous and lacks a real canonical duplicate.", + "best_issue_reason": "issue:43671 is the best single representative of the cluster by connectivity, but the cluster is too heterogeneous to treat it as a duplicate canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families and different implementation targets; not the same change." + "reason": "Both are model-add requests, but EuroBert config support and DEIMv2 are different models and likely different integration paths." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + "reason": "EuroBert config support is unrelated to Qwen3-TTS; different modality and implementation surface." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR: different architectures and code paths." + "reason": "EuroBert and RF-DETR are separate model additions with no indication of the same underlying fix." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate vision models, not one bug or patch." + "reason": "RF-DETR and DEIMv2 are distinct vision model requests, not the same code-path problem." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + "reason": "RF-DETR and LFM2.5 Audio target different model families and tasks." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model classes; no shared concrete fix path." + "reason": "RF-DETR and circuit-sparsity transformer support are unrelated changes despite both being model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + "reason": "RF-DETR and Qwen3-ASR are different models and different functionality." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different modalities and model families; not mergeable as one PR." + "reason": "RF-DETR detection support and Qwen3-TTS support do not share the same concrete bug or mergeable change." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated additions with different model architectures and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are different changes." + "reason": "NeoBERT support and circuit-sparsity transformer support are different requests, not one fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "BERT-like encoder work vs audio model support; distinct code paths." + "reason": "NeoBERT and LFM2.5 Audio are separate model families and tasks." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions with no shared fix." + "reason": "RF-DETR and NeoBERT are distinct model requests; the similarity is only at the broad 'add model' level." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are still separate model integrations, not the same underlying change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model families and implementation paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and sparse-transformer support are different concrete changes." + "reason": "MiniCPM3 and circuit-sparsity transformer support are unrelated additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT are distinct model-support requests." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests; broad family resemblance is not enough." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS address different models and modalities." + "reason": "MiniCPM3 and Voxtral TTS are different modalities and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support changes." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model requests." + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same underlying issue." + "reason": "ModernVBERT support and Qwen3-TTS support do not appear to fix the same issue." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a broad BERT-like/RoPE family request." + "reason": "ModernVBERT is a specific model request; the RoPE BERT-like issue is a broader architectural proposal, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are different model domains." + "reason": "A BERT-like RoPE architecture request is unrelated to Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR are related modality families but still distinct model support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they target different models and likely different code paths, so they should not be merged." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but they concern different concrete models and fixes." + "reason": "Qwen3-TTS and Voxtral TTS are both speech-related, but they are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and implementation paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and model stacks." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Audio generation support and sparse-transformer support are unrelated." + "reason": "Qwen3-TTS support and a weight-sparse transformer request are different changes." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are separate model support requests." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "ASR support and EUPE encoder support are unrelated." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Speech recognition support and sparse-transformer support are not the same code change." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model integrations, not the same fix." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different multimodal model requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Sparse-transformer support and EUPE model support are distinct changes." + "reason": "Qwen3-ASR and circuit-sparsity transformer support do not share a concrete code-path bug." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models with distinct support work." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR support are different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and model families." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests with no shared concrete fix." + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors/models." } ] }, @@ -17886,8 +17925,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -17897,40 +17936,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "f0b3266543caebdedb1a6f0b0b7a1214fe1a62ad63a81a62c990734b56707193", + "prepared_review_unit_hash": "b273ba5f92d7faa254bfa3710ad6c86f400ce6bee24a276b33c64c3a5bf5fe15", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1503, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1503, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "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 docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They should not be treated as duplicates.", + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same underlying problem or change.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these are about different topics and do not describe the same underlying problem or change.", + "canonical_issue_reason": "No canonical issue: the items cover different domains and neither body/title suggests a duplicate of the other.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the more substantive standalone code-related item, but it is not a duplicate of issue 38740.", + "best_issue_reason": "Issue 46443 is the more substantive technical issue, but it is not a representative duplicate of the docs-only Pruna request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: documentation/framework listing vs Vision RoPE refactor. No shared underlying bug or change." + "reason": "Different subjects and likely different workstreams: documentation/framework listing versus a Vision RoPE refactor. No shared target or code path." } ] }, @@ -17949,8 +17988,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17960,7 +17999,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "28133fcd8bcfac0d513f43b8f08eeb2065c2961cf47db7db52d45294c7543d83", + "prepared_review_unit_hash": "f8627bfebf65778c6ae19ba35d44d2b5644f6a3998391508c32e136bf538fa4e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17982,18 +18021,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for Set Block Decoding, while the other requests DeepSeek v3.2 support. They target different features and should not be merged.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43037 is the more specific and actionable request; 41084 is a separate, broader feature request.", + "summary": "The two issues are unrelated: one requests set block decoding, while the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items describe different feature requests with no shared concrete bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "43037 is the best issue to keep as the representative item because it names a concrete model support request, making it easier to route and implement.", + "best_issue_reason": "Neither issue is a good canonical duplicate target because they are unrelated requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding vs. model support for DeepSeek v3.2. They do not describe the same bug or change." + "reason": "Different topics and no overlapping code-path or explicit linkage; this is not the same underlying issue." } ] }, @@ -18012,8 +18051,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18023,12 +18062,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "5e5ad7dd4c48c7a8bafe05e002358f766a42843259ed2d87aaff7d056bfca893", + "prepared_review_unit_hash": "1e596dac5cd4071135753035124630e8a82b92a06b26700d391f67a51aafa7d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18036,7 +18075,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18045,18 +18084,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely related through Trainer customization, but they target different behaviors: one is about `remove_unused_column` handling, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two closed issues are related to Trainer customizability, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the better canonical issue only in the sense that it is more specific about a concrete Trainer customization point (`remove_unused_column`), but it does not subsume the FLOPs-estimation problem in #43600.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be surfaced as the representative issue, `#43598` is the more concrete Trainer API/customization request; `#43600` is a separate FLOPS-estimation problem.", + "best_issue_reason": "#43598 is the clearest representative if one of these must be kept as the main issue because it names a single actionable Trainer behavior rather than a broader custom-trainer concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Reject: both mention custom trainers, but they affect different code paths and outcomes (`remove_unused_column` behavior vs FLOPS estimation). This is broad thematic overlap, not a duplicate underlying problem." + "reason": "They are thematically similar, but the underlying bugs differ: one concerns column removal/customization in Trainer, the other concerns FLOPs estimation for custom trainers. They would not plausibly be fixed by the same change." } ] }, @@ -18075,8 +18114,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18086,7 +18125,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "da18fee54d1845ec5e5d6d30049a40e382a3e47b542d55b27214a4ae7543ead9", + "prepared_review_unit_hash": "a8c69871288c8eafcb8318f277988ee52d913fdc5ae606c6bd4d626d97b0391b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18108,18 +18147,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one asks for Qwen3-Omni auto-registration for generation, while the other requests sequence-classification support for Qwen3.5. They target different model families and different AutoModel heads.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the requests are about different Qwen variants and different auto-class targets.", + "summary": "These are two separate feature requests about Qwen auto-model support, but they target different model families and different AutoModel classes/APIs, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "If forced to pick one representative issue, #43684 is broader because it concerns core AutoModel / AutoModelForConditionalGeneration registration rather than a single task head.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader, more central model-registration request, so it is the better representative if one must be chosen.", + "best_issue_reason": "#43684 is the more general request and best represents the cluster\u2019s theme of missing Qwen auto-registration support.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different tasks (conditional generation vs sequence classification); not the same underlying bug or change." + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They involve different model families and different auto-class paths." } ] }, @@ -18138,8 +18177,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18156,70 +18195,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "9bacf7033ca970dac859ace97a1bd90280f26f9b3f7568b2148b96e760e61c81", + "prepared_review_unit_hash": "04cdf1642e25b3691a602818f8f35bea0ef1338202fcdeb2d02429b084d2cf3e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal issues with generic or empty titles and no links, filenames, or targets. There is not enough evidence to treat any pair as the same underlying bug, though the three \"huggingface\" issues look superficially similar.", - "confidence": 0.35, - "canonical_issue_reason": "Issue 43859 is the most recent and the only one with any discussion activity, so it is the least empty representative among otherwise sparse reports.", + "summary": "This cluster is mostly low-information issue noise: one unrelated title ('Fett') and three near-duplicate issues with the generic title 'huggingface ' but no substantive body details. There isn\u2019t enough evidence to conclude they describe the same underlying bug, so no soft merges are justified.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the best representative of the generic 'huggingface ' subgroup because it is the earliest of the near-identical issues and has the clearest overlap in title, but the lack of descriptive content makes it only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the best issue candidate only by marginal metadata signal; none of the issues contains enough substantive description to establish a clearly better canonical report.", + "best_issue_reason": "Issue 43845 is the most suitable cluster representative by default: it is one of the repeated generic-title issues and appears earliest among the closest matches. Still, the signal is too thin to treat it as a true duplicate anchor with confidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles are unrelated/generic and there is no body detail or linkage showing the same bug." + "reason": "Different titles and no body details or explicit links; 'Fett' is not enough evidence to match the generic 'huggingface' issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No substantive evidence connects \"Fett\" to the \"huggingface\" report beyond weak similarity." + "reason": "Different titles and no substantive descriptions; cannot establish the same underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Insufficient evidence that these describe the same underlying issue." + "reason": "Different titles and no evidence beyond weak textual similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Both titles are identical, but the reports are empty enough that identical wording alone is not enough to confirm a duplicate bug." + "reason": "Both have the same generic title, but there is no issue description or target to confirm they report the same bug; title-only similarity is too weak." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but no descriptive content, links, or targets to prove the same underlying problem." + "reason": "Identical generic title alone is insufficient to prove the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but no concrete issue details to establish a true duplicate relationship." + "reason": "Same generic title, but no concrete bug details, targets, or references to support deduplication." } ] }, @@ -18238,8 +18277,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18260,7 +18299,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "debbb935d687b4dc0314ed21df69244119f189dc9b7dea445bc9d0a96689fc63", + "prepared_review_unit_hash": "d1febf226ef3c75891228b7ea0eb90bd9112136fbf7bb3a3e31c890ff2036183", "component_budget": { "node_count": 5, "item_count": 5, @@ -18282,73 +18321,76 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal issue reports (mostly spam-like titles) with no bodies or issue targets. They do not show evidence of a shared underlying bug, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly spam/placeholder issues with one unrelated documentation suggestion and one unrelated brand query. The only plausible duplicates are the exact '' issues; the rest do not look like the same underlying report.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44371 is the earliest exact '' report and is the best representative of the repeated spam subgroup.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44371 is the cleanest cluster representative: earliest, exact match to the repeated spam title, and no evidence of a distinct substantive bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are generic spam-like issues with no concrete description; same title text alone is not enough to establish the same underlying problem." + "accept": true, + "reason": "Same exact '' title and same minimal body size; looks like repeated placeholder/spam content rather than a different issue." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Same as above: no actionable body or shared target, so this looks like separate spam rather than a duplicate bug report." + "accept": true, + "reason": "Same exact '' title and same minimal body size; likely the same spam artifact." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation suggestion; different problem types and no evidence of a shared issue." + "reason": "One is '' and the other is a documentation enhancement suggestion; no sign of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Titles are unrelated and there is no body detail or target to indicate the same underlying issue." + "reason": "'' does not match the 'Check out \"Google LLC\"' topic; no shared bug/change context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same underlying issue as an empty spam report." + "reason": "Documentation enhancement vs. spam placeholder; these do not describe the same change or bug." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different artifact types and no shared concrete bug/change to merge." + "reason": "Documentation enhancement vs. spam placeholder; insufficient overlap for duplicate status." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Even though both titles are identical spam placeholders, there is no substantive content tying them to one bug or change." + "accept": true, + "reason": "Exact same '' title and same minimal body size; appears to be the same repeated spam report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared concrete subject matter; one is spam-like, the other has a distinct title." + "reason": "Spam placeholder vs. unrelated Google LLC query; not the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No evidence of the same underlying problem; the reports are too vague and unrelated." + "reason": "Spam placeholder vs. unrelated Google LLC query; no concrete common issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three items share the exact '' title, while the other two clearly have different titles. The conservative rejections for the non-spam pairs are appropriate. The only soft edge that matters among the spam items is reasonably supported by the exact title match and similar minimal metadata, and the overall wording does not overstate beyond the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18360,8 +18402,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18371,7 +18413,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "532ca6ccf3a0a227d8b4776db4a7de0875ea7beb06af7378d40e61ee854f991b", + "prepared_review_unit_hash": "1fad42fff726e392955cd6a05d13ca12243628c2ee8534cc630a3cf42e94d336", "component_budget": { "node_count": 2, "item_count": 2, @@ -18393,24 +18435,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title and highly similar body length, so they appear to be duplicate reports of the same energy-reduction proposal. Issue #45145 is the better canonical because it was created first and already has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the earliest report and already has inbound reference activity, while #45151 appears to be the later duplicate of the same issue content.", + "summary": "The two issues are near-identical duplicates: same title, very similar body length, same day, and no distinguishing links or targets. Issue #45145 is the better canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the best deduplication target for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative because it is the first-created instance of the identical issue and is likely the original thread for discussion.", + "best_issue_reason": "#45145 is the strongest representative of the underlying report because it predates #45151 and appears to be the same issue content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and very similar body structure/length; these look like duplicate reports of the same underlying issue." + "reason": "Same title and essentially the same issue report; no evidence of different scope or distinct bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: the two closed issues have identical titles, very similar body lengths, and a soft-similarity match. Choosing #45145 as canonical is also conservative because it was created first and has one inbound reference. The soft-edge accept looks reasonable, though the confidence is a bit high given the evidence is still mostly similarity-based." + "feedback": "The deduplication call is well grounded: the issues have identical titles, very similar body sizes, are from the same day, and only #45145 has an inbound reference, so it is a reasonable canonical target. The only caution is to keep phrasing slightly more conservative than \"same issue content\"\u2014\"highly similar\" or \"near-duplicate\" would match the evidence more tightly." }, "evaluator_used": true, "retried": false, @@ -18480,8 +18522,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18491,40 +18533,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "7b76c4d324e633500176b38c88aa3974c16636b2454b3e95158ff4267cdaf8b6", + "prepared_review_unit_hash": "874fb2da29c79db5927dc83defe556f3add3db6e7f63bcbae0aa2d0e8769417d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "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 not duplicates: one reports a Gemma4 audio-module failure from `torch.finfo()` on `uint8` weights during 4-bit NF4 inference, while the other reports a `BitsAndBytesConfig.llm_int8_skip_modules` interaction that drops the default `lm_head` exclusion and triggers an `AssertionError` in 4-bit inference.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two closed issues both mention 4-bit inference, but they describe different bugs and failure paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the reports point to different underlying code paths and distinct failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45674 is the clearer representative issue because it isolates a specific BitsAndBytesConfig regression with a direct, actionable failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes and code paths: dtype handling in Gemma4 audio modules versus BitsAndBytesConfig skip-module logic affecting `lm_head` exclusion. They share the same broad 4-bit inference area but not the same underlying bug." + "reason": "Different root causes: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion regression." } ] }, @@ -18543,8 +18585,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18554,7 +18596,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6a707e5e3448a544ad2b41e5935385a589effb8a31fa7f934e27c53bf68d01f0", + "prepared_review_unit_hash": "f8e19ada93e39a2be5deaefe7d1f739f291f6ddda0f373954fa224800ba95a71", "component_budget": { "node_count": 2, "item_count": 2, @@ -18576,18 +18618,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with personal-name/date titles and no body content or technical context; they do not appear to describe the same bug or request.", + "summary": "These two closed issues are not duplicates of a bug or feature request; they are unrelated name/date entries with no discussion, links, or shared technical context. The soft similarity is purely lexical and not enough to cluster them as the same underlying issue.", "confidence": 0.98, - "canonical_issue_reason": "No strong canonical issue exists; if one must be chosen, issue #45762 is marginally earlier, but it has no meaningful technical content to serve as a true duplicate target.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster anchor because both are effectively empty and unrelated, but #45762 is the least arbitrary choice due to earlier creation time.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles reference different people and different dates, and there is no shared technical description, issue target, or evidence of the same underlying bug." + "reason": "Reject: the titles are just different personal-name/date strings with no evidence of a shared problem, code path, or issue target." } ] }, @@ -18606,8 +18648,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18617,7 +18659,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3a2a237c243cb1d88df9a47d67bf10f49cbb026ff974555c919ceb6b60b1e6dc", + "prepared_review_unit_hash": "e0ffba5b6fe59f66dc2d02c260b3f75a6da4391d0e2067faec2a62682960a65a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18639,18 +18681,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates of the same bug or change; they are just sparse title-only issues for different named people, with no shared context beyond a surname/date pattern.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the titles refer to different people and contain no shared problem statement or actionable issue context.", + "summary": "The two issues are just separate name/date entries with no technical content or shared context, so they do not look like duplicates of the same underlying bug or task.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any body, target, or technical description; there is no basis to treat one as canonical for a shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful representative for a duplicate cluster; both are unrelated, body-less entries.", + "best_issue_reason": "No issue is meaningfully better as a canonical representative, since both are empty and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: only superficial similarity (same surname and date-like text). The titles identify different people and there is no evidence of the same underlying bug or request." + "reason": "Different names and dates; no evidence they describe the same underlying problem or change." } ] }, @@ -18669,8 +18711,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18680,12 +18722,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "7543f6da070c70847fe812244cb6ba089674f6ce0df8e5960366590f8b1c0970", + "prepared_review_unit_hash": "382815c7d4f230bcd927ec820873defcd029affef242fe57d717bd6f73152ce9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18693,7 +18735,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18702,18 +18744,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other requests FP8 training support. They target different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests with no overlapping implementation target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single best issue for deduplication; both are independent requests rather than duplicate reports of the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests in different areas (model class addition vs FP8 training support); no shared code-path or duplicated underlying change." + "reason": "Different underlying requests: model-class addition for token classification versus FP8 training support. They do not appear to describe the same bug or change." } ] }, @@ -18732,8 +18774,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18753,12 +18795,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "42b0bfa2c742e9248f855f7bcf0e2981a6633f062df11639c2920f1abd55205c", + "prepared_review_unit_hash": "031ecdfa6f336bd20465c81faf96c4184f0b43696668cfcfbff9368766466212", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18766,7 +18808,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18775,66 +18817,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster most plausibly splits into two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one outlier (45869). The evidence supports duplication at the pair level, but not a single canonical issue for the whole cluster.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster. The strongest reading is two likely duplicate pairs\u201445870/45871 and 45872/45873\u2014with 45869 as an unrelated outlier. Without body-text evidence, I would not collapse the two topical pairs into one issue.", + "summary": "The cluster splits into two likely same-title duplicate issue pairs, 45870/45871 and 45872/45873, plus one distinct issue, 45869. The duplicate evidence is strong from identical titles and matching body lengths, but the bodies are not shown, so these should be treated as likely duplicates rather than proven exact duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45870 is the best canonical candidate for the \"Example: Financial time series prediction with DataForge\" pair because it is the earliest same-title issue and matches 45871 in the available metadata; the body text is not shown, so this is a likely duplicate pair rather than a proven exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "As a global representative, 45870 is the most defensible anchor only because it is the earlier item in one of the two likely duplicate pairs. That said, 45872 is equally plausible for the second pair, so the cluster is better handled by splitting than by picking one overall canonical issue.", + "best_issue_reason": "Issue 45870 is the best overall representative for the cluster because it anchors one of the two clear same-title duplicate pairs, while 45869 is distinct and 45872/45873 form a separate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Financial dataset bundle vs. a prediction example request. The shared financial wording is too broad to treat them as the same issue." + "reason": "Different subject matter: a dataset bundle listing versus a DataForge example issue; related financial theme, but not the same underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Financial dataset bundle vs. a prediction example request. Similar theme, but clearly different underlying requests." + "reason": "Same as 45869/45870: the dataset bundle issue is distinct from the DataForge example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Strong duplicate candidate: same title, same body length, and the closest similarity signal in the set. I cannot prove exact textual duplication, but they look like the same issue report." + "reason": "Strong same-title pair with matching body length and close timestamps; likely the same issue, though the full body text is not shown." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge and financial time series, but one is an example request and the other adds a scraping service. Different scope, so not the same underlying issue." + "reason": "Both are finance/DataForge themed, but they describe different concrete requests: an example prediction issue versus a scraping-service issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request scope: the prediction example and the scraping-service variant are not the same issue." + "reason": "Different concrete topic and request scope; not safe to merge as duplicates." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different request scope: example/prediction versus prediction plus scraping service. Too different to merge as duplicates." + "reason": "Only broad domain overlap; these appear to be different requests." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request scope: example/prediction versus prediction plus scraping service. Not the same underlying issue." + "reason": "Different concrete issue type and scope; not the same underlying change/request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Strong duplicate candidate: same title, same body length, and the strongest similarity signal for this pair. There is no evidence of a separate underlying request." + "reason": "Strong same-title pair with matching body length and close timestamps; likely the same issue, though the full body text is not shown." } ] }, "evaluator_result": { "accept": false, - "feedback": "The split into two topical pairs plus one outlier is plausible, but the writeup is too certain for the evidence shown. The packet only gives soft-similarity, identical titles, and body lengths; it does not prove the issues are exact textual duplicates. Also, 45870/45871 and 45872/45873 have identical titles, so the claim that one has the \"cleaner, descriptive title\" is not grounded. Please downgrade the duplicate language to a more conservative phrasing unless you have body-text evidence." + "feedback": "The cluster split is reasonable, but the writeup overstates the evidence in a few places. The packet supports strong same-title duplicate candidates for 45870/45871 and 45872/45873, but it does not prove they are exact duplicates because the issue bodies are not shown. Please soften wording like \"exact duplicate\" to \"likely duplicate\" or \"same-title pair.\" The note that 45869 is distinct from the other two pairs is grounded and conservative." }, "evaluator_used": true, "retried": true, @@ -18850,8 +18892,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -18861,7 +18903,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "5505c40d92acf2d9e764bb68ac0c13d8590b835a908af386f9c1ce781e5752a6", + "prepared_review_unit_hash": "007326c3d5ffd68d370e790042d5464ebc5811b4e6f7e855c17e8320d81a24b2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18883,18 +18925,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related static-cache crash reports, but they appear to describe different failure modes: one is linear-attention shape corruption during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally, rather than one model-specific symptom.", + "summary": "Both issues point at static-cache problems involving linear-attention, but they describe different failure modes: one is a shape corruption/RuntimeError during early initialization, the other is a Qwen3.5-specific KeyError for `linear_attention`. Similar subsystem, but not enough evidence they are the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "Issue #46439 is the better representative because it states the likely root-cause area more generally (`early_initialization` + linear-attention corruption) rather than a single model-specific crash.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative for the cluster because its title points to the broader mechanism and likely root cause affecting linear-attention layers under static cache.", + "best_issue_reason": "Issue #46439 is the strongest single tracker for the shared static-cache/linear-attention failure mode; #46441 is narrower and appears to be one manifestation rather than the same exact bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both involve static cache and linear attention, but one reports shape corruption in early initialization while the other is a `KeyError` in Qwen3.5; these do not clearly look like the same underlying bug." + "reason": "Related subsystem, but the reported symptoms and errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`), and there is no concrete evidence they share the same underlying code-path bug." } ] }, @@ -18908,7 +18950,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18954,157 +18996,157 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "81eb5cbf75ce29fdf33183c4df3fce5f5ca175aa4826ca99f5576543b2007b57", + "prepared_review_unit_hash": "2cbe3226ad2c4ff0d86d5cf684d42dc128f19b4318ca0707b5323584dcda8640", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38080, - "estimated_input_tokens": 9520, - "estimated_eval_tokens": 19296 + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38080, - "estimated_input_tokens": 9520, - "estimated_eval_tokens": 19296 + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most pairs are unrelated and only share broad subsystem similarity. The only duplicate-like pair is the two `fixed_cross_entropy` PRs, which both change the same loss helper on the same code path and address the same tracked issue.", - "confidence": 0.89, + "summary": "This cluster is mostly a mix of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which both add `weight`/`label_smoothing` forwarding to `nn.functional.cross_entropy`. The rest touch different models/features and should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative for the shared loss-helper fix: it is issue-linked to the same target and updates `fixed_cross_entropy` in the same file/code path with explicit `weight` and `label_smoothing` support. #43254 is very similar, so the distinction is narrow.", + "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair: it has the explicit issue link to #43240, a fuller description, and the same core code change as #43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest overall representative because it is issue-linked and captures the shared `fixed_cross_entropy` change that overlaps with the only duplicate-like pair in the cluster.", + "best_pr_reason": "PR #43251 is the strongest representative of the real duplicate set because it directly targets the tracked bug (#43240) and contains the more clearly scoped fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape test." + "reason": "Unrelated model-addition PR vs. ExecuTorch test-only change; no shared code-path bug/change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods vs. Executorch export test are different features and code paths." + "reason": "Tokenizer method addition and export-shape test are different changes in different areas." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer utility fix vs. MobileLLM model addition are different changes." + "reason": "Mistral tokenizer method fixes and MobileLLM model addition are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs. MobileLLM model addition; different artifacts and goals." + "reason": "Processor auto-loading robustness and MobileLLM model implementation do not fix the same problem." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper fix is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs forwarding is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy loss fix is unrelated to Mistral4 test/model changes." + "reason": "Loss-function kwarg forwarding and Mistral4 test fixes are different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes are unrelated changes." + "reason": "ExecuTorch dynamic-shape tests are not the same change as Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs. MobileLLM model addition are unrelated." + "reason": "Dynamic export tests and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition and config-resolution-order fix are unrelated." + "reason": "New model addition and config-resolution fix address different problems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs. Falcon output-interface refactor; different code paths and problems." + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated." + "reason": "Falcon refactor and model-creation skill files are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor is unrelated to Mistral4 fixes and model changes." + "reason": "Falcon output collection refactor and Mistral4 test fixes do not share a concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes and `layrnorm` renaming are different changes in different subsystems." + "reason": "Mistral4 test fixes and `layrnorm` rename mapping are separate issues." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 changes are unrelated to chat response parsing and serve updates." + "reason": "Mistral4 fixes and chat-response parsing updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 changes are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 test work and TDT loss kernel integration are different changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes are unrelated to config-resolution ordering." + "reason": "Mistral4 tests and `cls.config` resolution order fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 changes and model-creation skill are not the same underlying bug/change." + "reason": "Mistral4 tests and the model-creation skill do not fix the same underlying problem." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and model-creation skill are unrelated." + "reason": "Model implementation PR and repository skill scaffolding are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `src/transformers/loss/loss_utils.py` on the same `fixed_cross_entropy` path and add the same concrete support for `weight` and `label_smoothing`, so they look like the same underlying fix and could plausibly be merged into one PR." + "reason": "Both PRs patch `fixed_cross_entropy` in the same way to forward supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy`." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair judgment is mostly grounded, but a few claims are too strong for the packet. In particular, the accepted pair reason says both PRs add support for \u201cforwarding cross_entropy kwargs,\u201d but the previews only show explicit `weight` and `label_smoothing` parameters, not general kwargs forwarding. Also, the canonical-priority claim that #43251 is clearly \u201cmore complete\u201d than #43254 is not well supported by the packet: both are issue-linked to the same target and touch the same file/code path. The overall summary is fine, but the soft-edge rationale should stay narrower and more conservative." + "accept": true, + "feedback": "The evaluation is grounded in the packet. The only clearly mergeable duplicate-like pair is #43251/#43254: both modify `src/transformers/loss/loss_utils.py`, share issue target #43240, and forward the same supported kwargs to `nn.functional.cross_entropy`. The remaining pair rejections are conservative and consistent with the diffs; no soft-edge verdict overstates evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19112,7 +19154,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19130,46 +19172,46 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "a6be169a3680e6194871321a095c86d8aed5c807aec2565278edb55e56d10233", + "prepared_review_unit_hash": "45573be082820887ff6369ccb4ab7e55f6e31fb8198f7003f42261070d6856de", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10868, - "estimated_input_tokens": 2717, - "estimated_eval_tokens": 5690 + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10868, - "estimated_input_tokens": 2717, - "estimated_eval_tokens": 5690 + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster mixes three distinct PRs: a base VibeVoice implementation, a separate VibeVoice Realtime extension, and an unrelated Parakeet-RNNT ASR PR. None of the soft edges look like true duplicates.", - "confidence": 0.94, + "summary": "These are not duplicates: one PR implements core VibeVoice, another adds a separate VibeVoice Realtime feature set, and the third is a different Parakeet-RNNT change. The shared auto-registry/docs touches are too broad to merge as one underlying fix/change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the best canonical representative because it is the core VibeVoice implementation; the others are either an extension of VibeVoice (realtime) or a different model family entirely.", + "canonical_pr_reason": "PR 40546 is the cleaner core VibeVoice implementation and has substantial review activity; the other VibeVoice PR is a distinct realtime extension rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest standalone PR in the cluster: it introduces the foundational VibeVoice model stack and is broader/more central than the realtime follow-up.", + "best_pr_reason": "PR 40546 is the most merge-ready representative of the cluster because it targets the base VibeVoice implementation directly and is more mature than the draft realtime PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are about VibeVoice, but they are not the same change: 40546 is the initial VibeVoice implementation, while 42781 adds VibeVoice Realtime with extra tokenizer/generation/model work. This is an extension, not a duplicate." + "reason": "They overlap on VibeVoice files, but 40546 is the base model implementation while 42781 is a separate realtime/acoustic-tokenizer extension. Same family, not the same concrete code-path change." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These are different model families. Shared ASR/auto-registration files are too generic; Parakeet-RNNT and VibeVoice Realtime do not fix the same code-path problem and would not merge into one PR." + "reason": "Different model families and different changes; the shared auto-registration edits are incidental and not evidence of the same underlying bug or feature." } ] }, @@ -19183,7 +19225,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19199,12 +19241,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "6345c3459b5692aa560e102f6b367afbb69b752f2a13e85b3fc5ae681a3b4c72", + "prepared_review_unit_hash": "da9afe54a6a87bd9b9c31ac1103e889054524e79553a2fe4ef2f1957d0ad4389", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19212,7 +19254,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19221,18 +19263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, codepaths, and docs, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The cluster contains two unrelated feature PRs: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change, so they should not be deduplicated.", + "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:40755 ([TimesFM] Add support for forecasting with covariates)", - "right": "pull_request:41224 (Add DINOv3ViTForImageClassification support)", + "left": "pull_request:40755", + "right": "pull_request:41224", "accept": false, - "reason": "Different model families and features; no shared bug or mergeable code-path overlap beyond generic transformer framework work." + "reason": "Different models and different code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support. They are separate feature additions, not the same underlying change." } ] }, @@ -19246,7 +19288,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19309,7 +19351,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19327,7 +19369,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "dfdb477d5cdae1c835bc2a706189ea0fadfd960ffec424f4fe7015ec334550df", + "prepared_review_unit_hash": "1bf4e804eafd1626c0847f3651f00d6ae949e903c1cb5bd8fe92dfdf18b39194", "component_budget": { "node_count": 3, "item_count": 3, @@ -19349,24 +19391,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share boilerplate integration files, but they do not target the same underlying code path or change, so there are no duplicate relationships here.", + "summary": "All three PRs are separate model-onboarding changes (DeepSeek OCR, Isaac, Kimi2-6). They share generic scaffold files like auto mappings and docs, but they do not fix the same code path or represent a single mergeable change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct model-landing PRs for different models, not competing fixes for the same bug or change.", + "canonical_pr_reason": "pull_request:45630 is the most substantial and latest model-addition PR in the set, with broad model/auto-mapping updates and the highest review activity, so it is the best single representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative for deduplication because each PR introduces a different model with its own implementation and tests.", + "best_pr_reason": "pull_request:45630 is the strongest representative of the cluster because it is a full model integration rather than a smaller scaffold-only addition, and it appears most complete among the three.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac are different models and different feature additions; shared integration files are just scaffold overlap, not the same change." + "reason": "Different model integrations (DeepSeek OCR vs Isaac); shared framework files are expected in separate onboarding PRs and do not indicate the same underlying bug/change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are unrelated model additions touching similar auto/docs plumbing, but they do not fix or add the same concrete capability." + "reason": "Different model integrations (Isaac vs Kimi2-6); overlap is only in common auto/docs infrastructure, not a shared concrete code-path fix." } ] }, @@ -19380,7 +19422,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19396,7 +19438,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "5613f136aa797ed6b21cd9392677def6b79faa5d4e844c4542ea571377d9fdc7", + "prepared_review_unit_hash": "d3d2c64967be650fa4624c500a9418d6dfd0c7f2cb27575e83c3ccc1c5d581db", "component_budget": { "node_count": 2, "item_count": 2, @@ -19418,18 +19460,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are workflow dependency bumps, but they target different action upgrades and different motivations. They overlap in some files, yet they do not appear to fix the same concrete problem or be mergeable as one PR.", - "confidence": 0.9, + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different problems: Node 24 compatibility for workflow actions vs upgrading docker/build-push-action and a few other actions. They overlap in affected workflows, but not in the same concrete fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader and more explicit representative of the cluster: it upgrades multiple GitHub Actions specifically for Node 24 compatibility. However, it is not a duplicate of PR 42976.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because its title and diff clearly describe a specific platform-wide migration: upgrading workflow actions for Node 24 compatibility. It is more clearly scoped and central than the more generic latest-version bump in 42976.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the clearest canonical representative because its title and diff show a single, well-defined compatibility goal across many workflows.", + "best_pr_reason": "PR 42975 is the strongest overall PR candidate because it has a single explicit compatibility goal and touches many workflow action references consistently. PR 42976 is more of a generic version refresh and is less clearly tied to one underlying bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 updates several GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a smaller set of actions to newer versions. Shared workflow files alone are not enough to treat them as the same fix." + "reason": "Reject: these are not the same underlying change. 42975 upgrades several GitHub Actions specifically for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related actions to newer versions. Shared workflows alone are not enough to merge them into one PR." } ] }, @@ -19443,7 +19485,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19466,7 +19508,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "450a3822611e02c2fde58c668a2b1a04cf253e8b33c8af96e302916220c7bc53", + "prepared_review_unit_hash": "de331b8cfff285c23c16ee3307051c5673bf1ad539c53fa68a12318b50d36377", "component_budget": { "node_count": 4, "item_count": 4, @@ -19488,48 +19530,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-addition changes, but for different models/architectures. The shared docs/auto-mapping/test files are generic scaffolding, not evidence of the same underlying change, so none should be deduplicated together.", - "confidence": 0.97, + "summary": "These are four independent model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). The shared files are mostly generic registry/docs boilerplate, not the same underlying bug or code-path change, so no soft pair should be merged. If one representative is needed, Molmo2 is the strongest due to its broad scope and highest review activity.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduplication: 42978 adds ViT NEPA, 43448 adds Molmo, 43451 adds Molmo2, and 45490 adds CTSM. They are distinct model integrations, not the same change.", + "canonical_pr_reason": "PR 43451 is the best representative: it is the most actively reviewed and spans the broadest model integration surface (modeling, processing, video processing, auto-mapping, tests, docs).", "best_issue_reason": null, - "best_pr_reason": "43451 is the strongest standalone PR in this set because it has the broadest implementation surface and the most discussion, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", + "best_pr_reason": "PR 43451 is the strongest standalone PR in the cluster because it has the most discussion/review activity and the most complete implementation footprint among the four model-addition PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and code paths: ViT NEPA vs Molmo. Shared auto/docs files are incidental to adding new model integrations." + "reason": "Different model additions (ViT NEPA vs Molmo). Shared auto/doc files are boilerplate and do not indicate the same fix or mergeable change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Similar scaffold files do not indicate the same underlying change." + "reason": "ViT NEPA and Molmo2 are unrelated model integrations; they touch similar registration paths only because all model PRs do. Not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different architectures and target code paths: ViT NEPA vs CTSM." + "reason": "ViT NEPA vs CTSM are separate model-family additions with different implementation code paths; overlap is limited to generic model registration/docs." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model integrations with different implementations; they are related by naming only, not the same fix/change." + "reason": "Molmo and Molmo2 are distinct model implementations/release lines, not the same concrete bug or code-path fix, despite superficial similarity." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions despite sharing generic registry/docs updates." + "reason": "Molmo and CTSM are unrelated model additions. The shared files are generic auto-mapping/toctree updates, which are not enough to merge them." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model integrations with different model-specific files and behavior." + "reason": "Molmo2 and CTSM are different model integrations with different code paths and test surfaces; this is only broad subsystem similarity, not duplicate work." } ] }, @@ -19543,7 +19585,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19566,7 +19608,7 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "d290d7cf9e8f16546422bf5c6e89bf435f368542484469c7a7708df88a72cf33", + "prepared_review_unit_hash": "f8a416cc7894c5f65ca439493dcda2e4512f41adb953fcdf996e101ae8d4fd9d", "component_budget": { "node_count": 4, "item_count": 4, @@ -19588,48 +19630,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar via generic \u201cfix\u201d titles; they target different subsystems and different bugs, and one appears to be test-noise rather than a real code fix. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.86, + "summary": "These PRs are superficially similar because several touch tests or Whisper-adjacent code, but they target different bugs and changes: synthetic test failures, Whisper decoding tests, FP8 dequantization, and generation-config watermarking validation.", + "confidence": 0.31, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43291 is the most concrete, narrowly scoped code fix: it changes Whisper decode behavior and includes related tests. The others are either unrelated to Whisper, much broader, or appear to be test-only/noisy changes.", + "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete validation bug in generation config handling and includes related test updates, making it the most representative substantive change in this set.", "best_issue_reason": null, - "best_pr_reason": "PR 43291 is the best representative of the cluster because it is the only clearly specific bugfix with a coherent code-path change; the other PRs do not look like the same underlying change.", + "best_pr_reason": "PR 46380 is the best single PR to keep because it has a clear code-path fix rather than only test churn, and its change is more self-contained than the broader FP8/model-loading refactor in 44815.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode fix vs. unrelated test edits in CLIP/ViT; no shared code path or underlying bug." + "reason": "43291 fixes Whisper tokenization/decode behavior; 43665 is just failing test edits in CLIP/ViT. Same broad area of tests, but not the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding vs. FP8 dequant/loading changes for Mistral4; different subsystems and problems." + "reason": "43291 is Whisper decode logic; 44815 is FP8 dequant/model-loading work. No shared concrete code-path problem." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode fix vs. generation/watermarking validation changes; too far apart to be the same bug." + "reason": "Both mention Whisper-related files, but 43291 is a tokenizer decode fix while 46380 is generation-config watermarking validation. Different bug classes and merge targets." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-file noise in image models vs. FP8 quantization/loading fix; not the same issue." + "reason": "43665 is synthetic test breakage across vision models; 44815 is a substantive quantization/loading fix. Shared tests do not make them duplicates." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test assertions vs. generation config/watermarking fix; no shared concrete change." + "reason": "43665 only injects failing assertions in tests, while 46380 changes generation config validation. No common underlying fix." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are broad transformer fixes, but they address different code paths: FP8 dequantization/loading vs. generation watermarking validation." + "reason": "44815 fixes Triton/FP8 dequant behavior; 46380 fixes watermarking config validation. Distinct subsystems and bugs." } ] }, @@ -19643,7 +19685,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19659,7 +19701,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "c1c6e1a6bf9a4257c68a487d4ac95a1d32a6d6726d3366a5acbabe6f1b7f01fc", + "prepared_review_unit_hash": "153b5445a945217fe057513d393f48bc92287e0f7281704aeb3946137d3c2c1f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19681,18 +19723,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a small repo-bot/versioning test tweak, while the other rewires CI/comment workflows and related testing utilities. The only shared file is a Vit test file, which is incidental.", - "confidence": 0.97, + "summary": "These are two unrelated non-merge PRs used for different repo/demo behaviors: one tweaks setup/versioning and test deps, the other changes CI/workflow and notification/testing utilities. They do not look like the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: they do not fix the same code-path problem or represent mergeable variants of one change.", + "canonical_pr_reason": "PR #43532 is the broader, more representative change set (CI/workflow plus testing/notification utilities). PR #43488 is a small setup/versioning/test-dependency tweak and looks more like a narrow repo-bot check.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the more substantive and standalone change; PR 43488 looks like a narrow repo-bot/version-format check.", + "best_pr_reason": "PR #43532 is the better standalone representative of this cluster because it has the larger and more meaningful code footprint; #43488 is too narrow and unrelated in purpose.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: 43488 only adjusts setup/version/dependency test scaffolding, while 43532 changes CI/workflow and testing utility behavior. Shared Vit test-file touch is not enough to make them the same fix." + "reason": "Different change intents and code paths: #43488 alters setup/versioning and a test dependency, while #43532 rewires CI/workflow and notification/testing helpers. Shared vit test file is incidental, not evidence of the same fix." } ] }, @@ -19706,7 +19748,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19722,7 +19764,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f85cdc3457729d142083441733834151207f2e7feeb3cfc6a115318b75f894d8", + "prepared_review_unit_hash": "7adaed72ffabeb7c7b7d0dda45d0a64e59a81235573d62e70bc6d30e1584b8bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -19744,18 +19786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature PRs: #43612 adds a Promptable Concept Segmentation pipeline, while #43613 adds a Promptable Visual Segmentation pipeline. They share some documentation/registry scaffolding, but they target different pipelines, model integrations, and test files, so they are not duplicates.", - "confidence": 0.95, + "summary": "These are two separate feature PRs for different pipelines: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share scaffolding and docs patterns, but they target different task implementations and model integrations, so they should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication here: the two PRs implement different segmentation features and touch different concrete code paths.", + "canonical_pr_reason": "No canonical PR: 43612 and 43613 are distinct features, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "If a cluster representative is needed, #43613 is the broader PR with more model integrations, but it should not be treated as a duplicate of #43612.", + "best_pr_reason": "PR 43613 is the broader and more complete representative of the cluster, but only as a representative of related pipeline work, not as a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation with separate pipeline modules and model support. Shared docs/registry updates are not enough to merge them as one PR." + "reason": "Different pipelines with different targets and code paths; shared docs/metadata scaffolding is not enough to merge them as one PR." } ] }, @@ -19769,7 +19811,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19785,7 +19827,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "74748d27300e51d535e071cd9dcc18d6ce1e5c5be7fbf9fe3fb60d553c5a85b4", + "prepared_review_unit_hash": "fc40f10e9f39d59202728620673711af6e1d476f1004f4a12788172898ad2aac", "component_budget": { "node_count": 2, "item_count": 2, @@ -19807,18 +19849,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate `trainer.py` changes: one adds controllable gradient-accumulation loss scaling in `training_step`, the other extracts `_get_signature_columns` to customize column filtering. They touch the same file but fix different code paths and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two open Trainer PRs that touch the same file but implement different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate canonical PR here; if a representative is needed, PR #43651 is the more concrete bug-fix style change with a clearly scoped training-step behavior adjustment.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone representative because it addresses a specific runtime behavior in loss scaling and has a clearer end-user impact than the more refactoring-oriented PR #43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 alters gradient accumulation loss normalization in `training_step`, while #43663 adds a helper for signature-column filtering/PEFT inspection. Same file and theme, but not the same bug or mergeable change set." + "reason": "Different code paths and behaviors: 43651 adds _loss_is_scaled_for_ga and changes training_step loss normalization, while 43663 adds _get_signature_columns to customize input-column filtering. They are not the same underlying bug/change and would not plausibly merge into one PR." } ] }, @@ -19832,7 +19874,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19848,7 +19890,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "e35f7470ff224282c7ca3b8f45bf2415a900e60f385a5a0d45eef0f18bd9084f", + "prepared_review_unit_hash": "8e37006714613758d9553b6dbb2206acd9bf3e049ffee720912f42b34af7d5c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19870,18 +19912,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter`/typing in the CLI, but they target different failure modes. PR 43656 is a broader annotations/runtime typing cleanup, while PR 43842 is a narrow fix for `pydantic` being absent.", - "confidence": 0.88, + "summary": "Two open PRs touch `src/transformers/cli/serve.py` and both mention a TypeAdapter-related NameError, but they appear to fix different failure modes: one is a broader annotations cleanup/future-annotations change, the other is a narrower guard for missing pydantic. Related, but not a clear duplicate pair.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, earlier serve.py typing/runtime fix and is the better representative of this cluster\u2019s theme.", + "canonical_pr_reason": "PR #43656 is the broader, more central fix for the CLI NameError in `serve.py` and directly matches the generic TypeAdapter issue it targets.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best standalone representative because it covers the larger CLI typing fix rather than a single optional-dependency edge case.", + "best_pr_reason": "PR #43656 is the better representative of the cluster because it addresses the core annotation/runtime NameError in the CLI, whereas #43842 is a narrower follow-up for the pydantic-not-installed case.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not merge: they address different concrete issues in the same file. 43656 is a broader annotations/future-import cleanup, while 43842 specifically guards `TypeAdapter` for the case where `pydantic` is not installed." + "reason": "Same file and similar symptom, but the diffs suggest different fixes: #43656 is a broader type-annotation/future-annotations cleanup, while #43842 specifically makes `TypeAdapter` safe when pydantic is absent. They are related, not the same concrete change." } ] }, @@ -19895,7 +19937,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19961,7 +20003,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20025,8 +20067,8 @@ "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:44059|pull_request:44086", "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", @@ -20048,8 +20090,8 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "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", @@ -20073,364 +20115,556 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "49e3f635f41b3990cd7160db80cb6e058af3cd1f5354b2eca3c5e27534aeefee", + "prepared_review_unit_hash": "2243c9346dda3f945507c840aa45812bf4804f675f8754b40916590ed2d91d43", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad theme of output-tracing refactors across many unrelated models. Most pairs are not duplicates; they only share the same tracking issue or a similar decorator-migration pattern. The only clear duplicate-ready overlaps are within the GPT-Neo pair and the GPT-J/CodeGen trio.", - "confidence": 0.82, + "summary": "This cluster is mostly a broad standardized output-tracing refactor across many unrelated model families. The only clear duplicate subclusters are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest share a theme or tracking issue but are not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the strongest representative of the real duplicate subcluster: it covers the GPT-J/CodeGen output-tracing refactor, overlaps directly with 44066 and 44085, and looks like the most consolidated version of that same change.", + "canonical_pr_reason": "PR 44722 is the best representative of the concrete GPT-J/CodeGen output-tracing refactor: it is issue-linked, touches the same files as the earlier GPT-J/CodeGen attempt, and looks like the most up-to-date version of that duplicate subcluster.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best single PR representative for the cluster\u2019s true duplicate subcluster because it matches the same concrete code path as its nearest variants and has the clearest overlap with them.", + "best_pr_reason": "PR 44722 is the strongest single PR in the cluster because it captures the clearest duplicate-worthy code change in the largest concrete subcluster (GPT-J/CodeGen), with explicit linkage to the tracking issue and matching implementation scope.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; only the shared issue theme overlaps." + "reason": "Different model families; same tracking issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models (CVT/FNet vs DeBERTa); not the same underlying change." + "reason": "Different models and code paths; only the refactor theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the same change and could be merged with 44066." + "reason": "Same GPT-J output-tracing change in the same file; one PR is a broader variant of the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet vs EfficientNet are separate model implementations; not duplicates." + "reason": "Different model families; both are output-tracing refactors but not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and code paths (EfficientNet vs GPT-J/CodeGen)." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; same output-tracing theme is too broad to treat as a duplicate." + "reason": "Different models; shared issue target only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + "reason": "MobileNetV2 and DeBERTa are separate changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same theme, different implementation." + "reason": "Different model code paths; not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model refactors; not the same change." + "reason": "GPT-J/CodeGen vs MPT are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file and appear to be near-identical decorator-migration variants." + "reason": "Same GPT-Neo output-tracing refactor in the same model/file family." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different code paths." + "reason": "Different models; only the overall refactor pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same general refactor pattern but not the same bug/change." + "reason": "GPT-J/CodeGen and GPT-Neo are separate concrete refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor vs GPT-J/CodeGen refactor; unrelated model code." + "reason": "ResNet and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and different forward paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "Different models; same tracking issue is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are distinct models and changes." + "reason": "GPT-Neo vs ResNet are not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; not the same underlying change." + "reason": "ResNet and MPT are separate refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are distinct changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different concrete refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are separate changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are distinct changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are separate code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different concrete refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44068", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo refactor vs Flaubert refactor; separate code paths." + "reason": "GPT-2 and MGP-STR are not the same change." }, { - "left": "pull_request:44071", + "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are separate duplicate candidates at best, not the same concrete patch." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs Flaubert; not a duplicate." + "reason": "GPT-Neo and MPT are unrelated." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT vs MGP-STR; only the output-tracing style is shared." + "reason": "VisualBert and Flaubert/XLM are separate model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are different models and code paths." + "reason": "VisualBert and LongT5 are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated implementations." + "reason": "TextNet and LongT5 are unrelated." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "Segformer and LongT5 are different model code paths." + "reason": "GPT-2 and GPT-J/CodeGen are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "Segformer vs VisualBert; not the same underlying change." + "reason": "GPT-Neo and SpeechT5 are separate refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44098", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs MPT; different models." + "reason": "ViLT and LongT5 are unrelated changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; unrelated refactors." + "reason": "MPT and ImageGPT are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are separate model implementations." + "reason": "TextNet and Flaubert/XLM are not the same underlying bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs GPT-Neo are different code paths." + "reason": "MPNet and MPT are unrelated." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and LongT5 are unrelated changes." + "reason": "GPT-Neo and TextNet are different concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet vs LongT5; not a duplicate." + "reason": "GPT-2 and MGP-STR are unrelated." }, { - "left": "pull_request:44074", + "left": "pull_request:44059", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model refactors." + "reason": "GPT-2 and LongT5 are separate model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs GPT2 are different models." + "reason": "MPT and SpeechT5 are different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs Flaubert; separate code paths." + "reason": "SqueezeBert and LongT5 are unrelated." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "Segformer vs GPT-Neo are unrelated models." + "reason": "ResNet and GPT-J are separate concrete changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44098", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo vs MPT; same output-tracing theme but different change." + "reason": "ViLT and SegFormer are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are not the same patch." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "RegNet and TextNet are different model implementations." + "reason": "DeBERTa and VITS are different changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap; 44722 is effectively the consolidated version of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor with matching files and issue target; 44722 looks like the later, cleaner duplicate." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path and could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing refactor in the same file family; these look like duplicate attempts at the same change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are unrelated despite sharing the tracking issue." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs ResNet/RegNet are separate refactors." + "reason": "FNet/CVT and RegNet are separate model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; not the same bug/change." + "reason": "FNet/CVT and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model families." + "reason": "DeBERTa and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs VITS; unrelated code paths." + "reason": "DeBERTa and VITS are different model refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "DeBERTa and TextNet are different implementations." + "reason": "GPT-Neo and ResNet are not the same underlying change." }, { "left": "pull_request:44019", - "right": "pull_request:44044", - "accept": false, - "reason": "ResNet vs DeBERTa; only the refactor style overlaps." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44066", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa and GPT-J/CodeGen are unrelated model refactors." + "reason": "ResNet and MPT are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MGP-STR; different code paths." + "reason": "GPT-Neo and MPT are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "SqueezeBert and MPT are distinct models." + "reason": "GPT-2 and GPT-Neo are separate changes." }, { - "left": "pull_request:44010", + "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert; not the same change." + "reason": "SegFormer and VisualBert are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44098", "accept": false, - "reason": "GPT2 vs MGP-STR; unrelated refactors." + "reason": "SegFormer and ViLT are unrelated." }, { - "left": "pull_request:44098", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44129", - "accept": false, - "reason": "Segformer vs SpeechT5; same theme, different implementation." + "reason": "VisualBert and Flaubert/XLM are separate changes." }, { "left": "pull_request:44073", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs Flaubert; unrelated model changes." + "reason": "VisualBert and LongT5 are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats most pairs as non-duplicates due to distinct model/code paths, and it only marks the GPT-Neo pair plus the GPT-J/CodeGen trio as mergeable overlaps. The accepted soft-edge verdicts are supported by shared files and very similar refactor diffs, so I don\u2019t see evidence of overstatement." + "feedback": "The analysis is grounded in the packet: the GPT-J/CodeGen cluster is the largest concrete duplicate subcluster, GPT-Neo also forms a smaller duplicate pair, and the rest are conservatively treated as same-theme-but-different-model changes. The accepted soft pairs all share a clear concrete code path and look mergeable into a single bugfix PR." }, "evaluator_used": true, "retried": false, @@ -20441,7 +20675,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 38, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20468,70 +20702,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "918b29151bb54b0b2ce24641aeecf7db9cc6ddd69c5cdcb16ff2779098ca2b94", + "prepared_review_unit_hash": "3636616d70113dab29ccbee1b8eca8b71235d8b0d4f2eadae509f4769ca12a3a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific migrations to standardized output tracing/capture, but they touch different architectures and code paths, so they are related maintenance changes rather than duplicates.", - "confidence": 0.95, + "summary": "This cluster is a set of model-specific PRs that all migrate different architectures to standardized output tracing/capture helpers. They share a refactor pattern, but each PR touches a different code path and should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the best representative because it has an explicit issue target and clearly shows the same standardized output-capture migration pattern in a concrete model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target, a concrete output-tracing refactor, and the diff shows substantive standardized capture changes rather than just a naming cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the strongest single representative of the cluster: it is well-scoped, traceable to an issue, and clearly demonstrates the refactor pattern without being overly broad.", + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster: it is specific, well-scoped, and clearly tied to an issue-backed output-capture migration.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) with separate implementations; not the same underlying bug/change." + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different implementation details; not the same concrete bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are different model code paths; the shared theme is a refactor pattern, not one duplicate fix." + "reason": "Same general standardized-output refactor theme, but they modify different model implementations and are not mergeable as one PR for the same code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct model-specific migrations, so they are not mergeable as one concrete PR." + "reason": "These are separate model migrations (MPNet vs VisualBert) with model-specific hook setup; shared subsystem alone is not enough to duplicate them." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet affects different files and model logic; similar refactor theme, but not the same underlying change." + "reason": "Both are output-capture refactors, but in different models and with different forward/signature changes; they do not fix the same underlying issue." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the overlap is only the standardized output-capture pattern." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the edits are similar cleanup/migration work, not the same bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model paths, and only one has an explicit issue link; this is not a single duplicate fix." + "reason": "Both modernize output handling, but they apply to different architectures and concrete call paths, so they should remain separate PRs." } ] }, @@ -20545,7 +20779,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20590,6 +20824,7 @@ "pull_request:44001|pull_request:44025", "pull_request:44002|pull_request:44029", "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", "pull_request:44001|pull_request:44004", @@ -20616,298 +20851,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "0d9f3e94745727ba47cfd5dac03dff5ec56f250cedbcebefe2463b94d0c6bf4d", + "prepared_review_unit_hash": "f7977869efa8ab1f0935d9fc2ef765566a8c9946f928ae9c5113c0ea2709e7eb", "component_budget": { "node_count": 14, "item_count": 14, - "soft_pair_count": 44, - "serialized_chars": 43575, - "estimated_input_tokens": 10894, - "estimated_eval_tokens": 22044 + "soft_pair_count": 45, + "serialized_chars": 43956, + "estimated_input_tokens": 10989, + "estimated_eval_tokens": 22234 }, "budget": { "node_count": 14, "item_count": 14, - "soft_pair_count": 44, - "serialized_chars": 43575, - "estimated_input_tokens": 10894, - "estimated_eval_tokens": 22044 + "soft_pair_count": 45, + "serialized_chars": 43956, + "estimated_input_tokens": 10989, + "estimated_eval_tokens": 22234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-specific \"refactor output tracing\" PRs across unrelated architectures, plus one unrelated modular-conversion utility speedup. They share a pattern and vocabulary, but not the same underlying bug or mergeable change, so none of the soft edges should be merged as duplicates.", - "confidence": 0.93, + "summary": "These PRs are all thematically similar output-tracing refactors, but they target different model implementations and one unrelated utility script. They are not duplicates of the same concrete bug/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the most representative single PR here: it applies the tracing refactor to two closely related depth-anything model files and shows the common decorator/config cleanup pattern clearly.", + "canonical_pr_reason": "PR 44003 is the broadest and most representative output-tracing refactor in the set, spanning both `mamba` and `falcon_mamba` with shared capture plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the cluster because it is broader than the single-file wrapper refactors and still squarely matches the shared output-tracing refactor theme.", + "best_pr_reason": "PR 44003 is the best single representative because it covers the most substantial tracing/refactor plumbing and the widest directly related code path in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor style, but different model families and code paths; not the same change." + "reason": "Different model codepaths (`timm_backbone` vs `upernet`); same refactor pattern, not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are tracing refactors, but they target different models and entrypoints." + "reason": "Different model families and forward paths; only the output-tracing style matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; similar pattern only, not a duplicate fix." + "reason": "`timm_backbone` and `univnet` are unrelated implementations, so these are not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Mamba/falcon_mamba is a different code path from timm_backbone; too broad to treat as one PR." + "reason": "Separate architectures (`timm_backbone` vs `mamba/falcon_mamba`) with different output-capturing plumbing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and forward logic; shared tracing cleanup is not enough." + "reason": "Different model stacks (`timm_backbone` vs `rwkv`); no shared code path to deduplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; both refactor outputs but do not fix the same concrete bug." + "reason": "`mobilenet_v1` and `univnet` are unrelated model codepaths; same refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model code paths with only superficial similarity in tracing refactors." + "reason": "Different subsystems (`mobilenet_v1` vs `upernet`), so not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are unrelated models; these PRs are not mergeable as one change." + "reason": "`mobilenet_v1` and `depth_anything` are separate model families with distinct fixes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Wrapper/output-tracing cleanup in different model families; not the same underlying change." + "reason": "Different wrappers and forward paths; output-tracing refactor is analogous but not duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrapper code path from MobileNetV1; not a duplicate." + "reason": "`mobilenet_v1` vs `speech_encoder_decoder` are different model implementations, not one concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but on unrelated CLIP-style vs audio model code paths." + "reason": "`vision_text_dual_encoder` and `univnet` have unrelated model logic and output behavior." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations and call stacks; same theme, not same bug." + "reason": "Different model codepaths (`vision_text_dual_encoder` vs `upernet`); same theme but not duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and mamba are unrelated code paths; cannot plausibly be one PR." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct architectures with no shared fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and outputs; similarity is only at the refactor pattern level." + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models; not the same concrete change." + "reason": "`univnet` and `upernet` are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Audio generation and mamba state tracing are distinct problems." + "reason": "Distinct architectures and codepaths; only a generic output-refactor theme is shared." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and forward semantics; no shared underlying bug." + "reason": "`univnet` and `depth_anything` do not fix the same concrete issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different subsystems with different output plumbing." + "reason": "`upernet` and `rwkv` are different model families; no common duplicate bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; similar cleanup only." + "reason": "Different architectures (`upernet` vs `mamba/falcon_mamba`) and different implementation changes." }, { "left": "pull_request:44003", - "right": "pull_request:44004", + "right": "pull_request:44028", "accept": false, - "reason": "Mamba tracing refactor and CodeGen output-tracing refactor are different model-family changes." + "reason": "`mamba/falcon_mamba` and `superpoint` touch unrelated forward paths and output handling." }, { - "left": "pull_request:43998", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone vs CodeGen are unrelated; only the naming pattern matches." + "reason": "`mamba/falcon_mamba` vs `codegen` are unrelated architectures; not mergeable as one PR." }, { - "left": "pull_request:44001", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and output contracts; not one duplicate fix." + "reason": "`timm_backbone` and `codegen` have different model logic and no shared concrete bug." }, { - "left": "pull_request:44002", + "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models and code paths; too broad to combine." + "reason": "`univnet` and `codegen` are separate codepaths; same refactor style is insufficient for duplicate status." }, { - "left": "pull_request:44000", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen do not share the same underlying bug." + "reason": "`upernet` and `codegen` are unrelated model changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are unrelated models; similar refactor pattern only." + "reason": "Both are refactors around model outputs, but they target different wrapper implementations and codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and entrypoints; not the same concrete change." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model families." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are separate code paths with different output types." + "reason": "Different models (`depth_anything` vs `superpoint`) with distinct tracing/output behavior." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and tracing behavior; not mergeable as one PR." + "reason": "`depth_anything` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated changes." + "reason": "`depth_anything` and `dpr` have different model stacks and fixes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementation paths." + "reason": "`vision_encoder_decoder` and `rwkv` are different codepaths; same refactor theme only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models with different forward APIs; not a duplicate." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are closely named but still separate model implementations and PRs." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and output contracts; only the refactor motif matches." + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different subsystems; no shared concrete bug or change." + "reason": "`vision_encoder_decoder` and `dpr` are unrelated wrappers with distinct output handling." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." + "reason": "`speech_encoder_decoder` and `superpoint` are different model families and codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths and output semantics; not one PR." + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not address the same underlying issue." + "reason": "`speech_encoder_decoder` and `dpr` do not appear to fix the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations with different output plumbing." + "reason": "`superpoint` and `rwkv` are separate model architectures with different output logic." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and output structures; not a duplicate." + "reason": "`superpoint` and `dpr` are different model implementations; no shared duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model changes, not one mergeable fix." + "reason": "`rwkv` and `dpr` are unrelated model codepaths, so these are not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "Completely unrelated: model output tracing refactor vs modular-conversion process-pool optimization." + "reason": "`vision_text_dual_encoder` output tracing and modular-conversion utility code are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "Different subsystem and purpose; no shared bug or change." + "reason": "`speech_encoder_decoder` model refactor vs a build-time utility optimization; no shared bug." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "Model tracing refactor and build-script performance work are unrelated." + "reason": "`rwkv` model refactor and modular-conversion pool reuse are unrelated." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "SuperPoint tracing cleanup and modular conversion speedup are unrelated changes." + "reason": "`superpoint` model tracing refactor is unrelated to the modular conversion script change." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "No overlap beyond general repository maintenance; not the same fix." + "reason": "`timm_backbone` output tracing and `check_modular_conversion.py` speedup have no common code path." } ] }, @@ -20921,7 +21156,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20937,12 +21172,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "159617c547d7258c911c8b923bda332ce9016e97695b74a8f5973ab710f9dc4e", + "prepared_review_unit_hash": "83ae8b198a3b23f8382d7e7edf5fb63e7ce2388695402c2bd7eefc9934aea607", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20950,7 +21185,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20959,18 +21194,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some Transformers boilerplate files, but they implement different models and do not look like duplicates.", - "confidence": 0.96, + "summary": "Two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some auto-registration and docs scaffolding files, but they implement different models and code paths.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45401 is the better anchor for the cluster because it has an explicit issue target (#45027) and a focused Voxtral TTS implementation. 44662 is a separate PenguinVL model addition with different scope.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the most clearly specified PR in the set: it is tied to an issue, and its changes are cohesive around one model family. It is not a duplicate of 44662, but it is the strongest representative if one PR must be chosen.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL and Voxtral TTS are different models with different implementation code paths. The shared files are generic Auto/docs registration boilerplate, which is not enough to treat them as the same underlying change or merge them into one PR." + "reason": "Different model integrations with distinct architectures, filenames, and tests; overlap is only in shared Transformers registration/docs infrastructure, not the same underlying change." } ] }, @@ -20984,7 +21219,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21004,7 +21239,7 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "2b41329e05f186b6815165e354d6d99bf0d338fa7b4238dfe86acba226ea0ba5", + "prepared_review_unit_hash": "ad252657f012519e1b53a7e170e1c90a3d212f1edea55848496ee9380dde6ad9", "component_budget": { "node_count": 4, "item_count": 4, @@ -21026,36 +21261,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is centered on the same evolving kernel-fusion feature for Transformers. The newest PR (46339) looks like the most complete representative; the earliest API PR is related but too broad and still distinct from the later KernelConfig integration work.", - "confidence": 0.9, + "summary": "These PRs form a loose feature lineage around kernel/module fusion in Transformers, but they are not all true duplicates. The closest duplicates are the two later n-to-1 KernelConfig PRs; the module-fusion API PR is adjacent but distinct.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the broadest and latest implementation of the n-to-1 kernel fusion path, with the same core files and tests as the earlier KernelConfig PRs plus further simplification/extension work.", + "canonical_pr_reason": "pull_request:46339 is the best representative of the cluster because it is the latest and broadest iteration of the n-to-1 KernelConfig fusion work, with the most integrated changes across loading and kernel integration code.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 is the best overall representative because it most clearly captures the mature version of the same kernel-fusion feature and appears to subsume the earlier KernelConfig work.", + "best_pr_reason": "pull_request:46339 is the strongest canonical PR candidate: it subsumes the earlier KernelConfig fusion direction, touches the core files in the feature path, and appears to be the most complete refinement of the same change line.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but 44979 is a separate Module Fusion API proposal while 45363 implements KernelConfig-based kernel fusion integration; they are not the same concrete change and could be merged independently." + "reason": "Both are about fusion, but one introduces a new Module Fusion API while the other implements n-to-1 kernel fusion via KernelConfig; they are related abstractions, not the same concrete change." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "Both target the same n-to-1 KernelConfig kernel-fusion implementation and touch the same loading/integration code path; 46339 reads like a direct extension/refinement of 45363." + "reason": "These appear to target the same underlying n-to-1 KernelConfig fusion code path, with 46339 looking like a direct extension/simplification of the 45363 feature rather than a separate change." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "These are clearly the same kernel-fusion feature family, with the same shared files and nearly identical focus on KernelConfig-driven n-to-1 fusion; 46339 appears to supersede and refine 45666." + "reason": "Both PRs center on the same n-to-1 KernelConfig fusion implementation and share the core integration files; 46339 looks like a follow-on that evolves the same feature rather than a distinct idea." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The PR relationships are described in line with the titles, shared filenames, and overlap evidence, and the non-mergeable 44979 vs 45363 verdict is reasonably cautious. No clear overstatement of evidence." + "feedback": "The summary is grounded in the packet: PR 44979 is a distinct Module Fusion API, while 45363/45666/46339 are all in the KernelConfig n-to-1 fusion line and share core integration files. The soft-edge decisions are conservative, especially rejecting 44979 vs 45363 and only accepting the later KernelConfig pairs that look like the same feature lineage." }, "evaluator_used": true, "retried": false, @@ -21066,7 +21301,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21082,7 +21317,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "974a0a5573ac57559db870964a3297d8fd7ad821e9633277a8cfcabd0304ca93", + "prepared_review_unit_hash": "f590c0b0f88e4b1acd2c14e3cf404b0e266c3936173af996c3b68e3ae80e20af", "component_budget": { "node_count": 2, "item_count": 2, @@ -21104,18 +21339,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it adds tests and a clearer fix description.", - "confidence": 0.98, + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical representative: it implements the same concrete fix as 45086 but adds test coverage and a clearer, more complete change set.", + "canonical_pr_reason": "PR 45317 is the strongest canonical PR candidate because it fixes the same bug as 45086 but includes added test coverage and clearer title/context.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest overall candidate because it addresses the bug directly and includes validation, making it the best representative of the cluster.", + "best_pr_reason": "PR 45317 is best overall since it is the more complete implementation of the same concrete fix and is backed by tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "They make the same code-path fix in src/transformers/tokenization_utils_tokenizers.py for the same issue target, and the second PR appears to be a superset with tests; these could plausibly be merged into one PR." + "reason": "Same underlying AttributeError fix in the same code path, with the same file and explicit target issue; 45317 appears to be a test-augmented follow-up that could plausibly be merged as one PR with 45086." } ] }, @@ -21129,7 +21364,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21145,7 +21380,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2f67bc49241792919e0e19eb1dc44543fce76a7e7504c49ff2c3a17e48dffcab", + "prepared_review_unit_hash": "5c0c391b643c4be345d62c416446fc62af64b3feee057aeb71c796d984d958fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -21167,18 +21402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch NemotronH, but they address different changes: one is a narrow checkpoint conversion/mapping refactor, the other is a broader architectural split into NemotronH Dense/Sparse with docs and auto-model updates.", - "confidence": 0.91, + "summary": "These PRs are both about NemotronH, but they address different changes: one is a smaller conversion/mapping and inheritance refactor, while the other splits NemotronH into dense/sparse variants with docs/tests updates. They are related, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; if forced to pick a canonical PR for the cluster, PR #45569 is the more central and comprehensive NemotronH change, while PR #45115 is a smaller supporting conversion-mapping update.", + "canonical_pr_reason": "PR 45569 is the better cluster representative because it is the broader, more complete NemotronH architecture change, adding the dense/sparse model split plus documentation and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative because it implements the larger product change: new Dense/Sparse model families, auto mappings, docs, and tests. PR #45115 is narrower and mostly about conversion key renaming for checkpoint loading.", + "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it introduces the concrete model reorganization that most users would care about and includes supporting docs/tests.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH files, but they are not the same fix. #45115 is about conversion key renaming for checkpoint mapping; #45569 is a broader model refactor/split into Dense and Sparse variants with docs and tests." + "reason": "Do not merge: 45115 is a focused conversion-mapping/refactor PR, while 45569 implements the actual NemotronH dense/sparse model split and related docs/tests. They share subsystem files but not the same underlying code-path change." } ] }, @@ -21192,7 +21427,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21208,7 +21443,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8dd641416c125978d2438fdfa0369c7ec14de94ca114da885308b788d0390bf9", + "prepared_review_unit_hash": "984cfa0922ccca7495588db0a3e8101f105ae6f2ab47cc2b99907546828d32e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21230,18 +21465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds full heterogeneous model support across modeling/cache/masking paths, the other adds only heterogeneous config support. They overlap in shared config files but are not duplicates of the same concrete change.", - "confidence": 0.95, + "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config support, and the other builds broader heterogeneous modeling/cache support on top of it. They share files and theme, but they are not the same code change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change and subsumes the config-layer pieces touched by 45333.", + "canonical_pr_reason": "PR #45333 is the narrower foundational change: per-layer configuration support in the config layer. PR #45332 is a larger follow-on that adds modeling/cache behavior and depends on the config work, so it is less suitable as the cluster\u2019s representative duplicate candidate.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best cluster representative because it covers the main implementation scope across modeling code paths, while 45333 is a narrower config-only subset.", + "best_pr_reason": "PR #45333 is the cleaner representative of the cluster because it is self-contained, introduces the core per-layer config mechanism, and is less entangled than the broader modeling PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is config-only support, while 45332 adds the wider heterogeneous-model runtime changes. They are related pieces of the same feature family, but not the same underlying PR change and would not cleanly collapse into one duplicate." + "reason": "They are related components of a larger heterogeneous-model feature, but not the same underlying fix. #45333 adds per-layer config infrastructure; #45332 adds additional cache/modeling changes that consume that infrastructure. They would not plausibly be merged as one duplicate PR." } ] }, @@ -21255,7 +21490,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21271,12 +21506,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "96b45f782b2beb34357bdc7069414b2d863d9d25c289caafd1578bade923b4b5", + "prepared_review_unit_hash": "ce799b4e246ced7f78cf8ec26193a58f6f4aed71334d833304dd569904c11f5e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21284,7 +21519,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21293,18 +21528,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two typing-related PRs overlap in a few files, but they address different changes: one is a broad type-checking sweep across many transformer modules, the other adds reusable typing protocols and related plumbing for specific code paths. They are related, but not duplicates.", - "confidence": 0.88, + "summary": "Both items are typing-related PRs, but they address different changes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 adds typing protocols/helpers around `modeling_utils`, PEFT integration, and related checks. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, self-contained change: it adds typing helpers/protocols in `_typing.py` and threads them through a few targeted call sites.", + "canonical_pr_reason": "PR #45425 is the more focused, self-contained typing change centered on `_typing.py` and the `modeling_utils`/PEFT integration path, making it the better representative PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a clearer concrete typing improvement rather than a broad repo-wide type-checking pass.", + "best_pr_reason": "PR #45425 is the strongest standalone candidate because it targets a specific typing interface gap, whereas #45415 is a broad repo-wide type-checking pass touching many unrelated files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: 45415 is a broad type-checking cleanup across many files, while 45425 introduces specific typing protocols and related call-site changes. Shared filenames and the typing theme are not enough to make them the same underlying change, and they would not plausibly merge into one PR." + "reason": "Both are typing cleanup PRs, but they modify different code paths and scopes; #45415 is a wide type-checking sweep, while #45425 adds specific typing protocols and fixes around `modeling_utils`/PEFT. They are not the same concrete change." } ] }, @@ -21318,7 +21553,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21334,7 +21569,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "bf3c9ab7531938b7ce3913888fd8e2a03c5dad87fa9281edb2b438bf1cfbce1a", + "prepared_review_unit_hash": "7fe792c2a33351a80beca11e064f14bfe40a39c34025bc15ce9786eac9990c42", "component_budget": { "node_count": 2, "item_count": 2, @@ -21356,18 +21591,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level: both fix cached multi-token forward paths, but they target different model families and distinct implementations. They should not be clustered as duplicates.", + "summary": "These are two unrelated cache-related PRs for different model families and code paths: one fixes multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes use_cache behavior in Mamba2 for seq_len > 1. They should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the stronger canonical PR candidate: it has an explicit issue target, is narrowly scoped to Mamba2 cache handling for seq_len > 1, and the diff directly addresses the concrete bug in one code path.", + "canonical_pr_reason": "pull_request:46084 is the clearest representative because it has a direct issue target, a narrowly scoped Mamba2 fix, and a concrete seq_len > 1 cache-path change.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best overall fit because it is the most focused, has a direct issue link, and presents a clear single-bug fix rather than a broader multi-model patch.", + "best_pr_reason": "pull_request:46084 is the best single PR in the set to keep as the representative artifact, since it is explicit, focused, and tied to one concrete bug; pull_request:45513 is broader and spans multiple model files.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different architectures: #45513 fixes Qwen3.5/GDN linear attention cached multi-token forward, while #46084 fixes Mamba2 use_cache behavior for seq_len > 1. Same general theme, but not the same concrete code-path problem." + "reason": "Different model families and different failing paths: Qwen3.5/OLMo Hybrid multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not the same underlying bug and would not be merged into one PR." } ] }, @@ -21381,7 +21616,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21397,7 +21632,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7b7b2b7a4564af729ed75744a7334cb54ec71d6066154cb6af0b8ebf077aa003", + "prepared_review_unit_hash": "7e18e2eabcac2695441a080203b5eb9c3be84a2730a2d33522b9cc3113f9b97b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21419,18 +21654,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert parallelism, but they fix different failures: #45548 adjusts config serialization and adds an EP flag for loading with Accelerate/DeepSpeed ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. Same subsystem, different bug and code path.", - "confidence": 0.95, + "summary": "Both PRs are about expert parallelism loading, but they fix different bugs on different code paths: 45548 is about config serialization/has_ep for accelerate+DeepSpeed ZeRO-3, while 45662 is about distributed parameter wrapping to stop expert weights being overwritten under FSDP2/rank-0 broadcast.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete runtime corruption bug with a multi-file code-path fix; #45548 is a separate loading/serialization fix.", + "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster\u2019s concrete runtime bug-fix theme: it changes parameter materialization in the distributed loading path. PR 45548 is related, but narrower and centered on config cleanup and EP detection for a different loading setup.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best standalone candidate: it addresses a clearly described, user-visible failure mode and its diff directly matches that bug.", + "best_pr_reason": "PR 45662 is the best standalone PR to keep as representative because it fixes a specific, actionable loading corruption bug in core_model_loading; PR 45548 addresses a separate accelerate/ZeRO-3 serialization issue and should not be merged into it.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge: #45548 fixes EP/ZeRO-3 loading by serializing distributed_config and exposing has_ep, while #45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. Different underlying bugs and different fix paths." + "reason": "Shared EP wording only. 45548 fixes distributed_config serialization and EP detection for accelerate+ZeRO-3 loading; 45662 fixes post-shard wrapping to prevent experts from being overwritten under FSDP2/rank-0 broadcast. Different bugs, different code paths." } ] }, @@ -21444,7 +21679,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21460,40 +21695,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "59d16c40c37086771ca8ae85e6ae42e179178794ac36cb2b8e75f171e8164599", + "prepared_review_unit_hash": "dfb91831844d5772e19fbd05a8259c186930730ddcc687c80b3e82535a68ae94", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist collision problem for `captured_info` debug artifacts in testing utilities. PR #45645 appears to be the more complete version because it includes the `testing_utils.py` fix plus CI/workflow handling to preserve and aggregate multiple captured-info files.", - "confidence": 0.93, + "summary": "Both pull requests address the same xdist collision in captured_info artifact generation under src/transformers/testing_utils.py; PR 45645 is the broader follow-up that also updates CI consumers to handle multiple captured_info files, while 45639 is the narrower core fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose #45645 as canonical PR: it covers the same core xdist-safe captured-info fix as #45639, but also updates CI handling so the artifact logs are preserved and collected correctly in the broader workflow.", + "canonical_pr_reason": "PR 45645 is the more complete representation of the fix: it includes the xdist-safe output handling in testing_utils plus the CI/workflow adjustments needed to consume multiple captured_info artifacts.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the best representative because it addresses the same concrete bug and appears to be the more complete end-to-end fix, not just the library-side change.", + "best_pr_reason": "PR 45645 best captures the full underlying change set and is the most suitable representative for deduplication because it subsumes the core file-collision fix and the downstream log-handling updates.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same concrete bug: xdist collisions for `captured_info` debug artifacts. The PRs share the same core files and issue target, and #45645 looks like a superset/continued implementation of the same fix." + "reason": "Same underlying bug: xdist causes captured_info artifact collisions. PR 45645 appears to subsume the core testing_utils fix from 45639 and adds the related CI log collection changes, so they look mergeable into one broader PR." } ] }, @@ -21507,7 +21742,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21525,7 +21760,7 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "7b9e7dae8fcf4d7d64647a2b77916210a6f607593ebf0695fdf37ec626a5472c", + "prepared_review_unit_hash": "1163ca1a05829affb7dc21e8bf7317efc69b11cd09e8c99da7dca5330e3af778", "component_budget": { "node_count": 3, "item_count": 3, @@ -21547,24 +21782,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicate PR cluster here: the RecurrentGemma SDPA-dispatch PR is only superficially similar to the BLIP-2/InstructBLIP SDPA-dispatch PR, and both are unrelated to the AutoModel registry tweak for glmasr. I would not merge any of the soft edges.", - "confidence": 0.93, + "summary": "These are three separate model-specific PRs with no true duplicate pair. Two PRs are both about SDPA/attn_implementation support, but they touch different model families and code paths, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the strongest representative of the cluster\u2019s broad theme because it makes a concrete SDPA-dispatch change across the BLIP-family models and includes accompanying tests; however, it is still a distinct change from the RecurrentGemma dispatch PR.", + "canonical_pr_reason": "No clear canonical PR: the cluster mixes unrelated changes (AutoModel registration, RecurrentGemma attention dispatch, and BLIP-2 family SDPA dispatch).", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the best overall PR to keep as the cluster anchor: it is the most substantial and well-scoped implementation among the three, while the other two are narrower and unrelated in concrete code path.", + "best_pr_reason": "PR 46320 is the most substantial and self-contained feature PR in the cluster, with code, conversion-mapping, docs, and tests; it is the best representative if one must be chosen, though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Unrelated changes: 45670 only adds glmasr to AutoModel generation mappings, while 46320 implements attn_implementation dispatch for RecurrentGemma. Different code paths and no plausible single-PR merge target." + "reason": "Different changes and code paths: AutoModel registry placement for glmasr vs RecurrentGemma attn_implementation support. Same broad transformers area, but not the same bug or mergeable fix." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are SDPA/attn_implementation work, but they target different model families and distinct implementations. This is shared pattern/subsystem work, not the same underlying bug or change." + "reason": "Both add SDPA/attention dispatch support, but for different model families (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar feature work, not the same underlying issue." } ] }, @@ -21578,7 +21813,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21594,7 +21829,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "ffa079886bf5dbed9c78f5dba68fb6c4744114f730dc234a330ce22261ba7446", + "prepared_review_unit_hash": "72105d07ef6f2c699280faae09653fc68acb9237d28a89b29bc0f3b81bc9d52c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21616,18 +21851,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in Transformers modeling/processor code, but they implement different lint rules and fix different issues. They should not be deduplicated.", + "summary": "These two PRs are both linter/modeling-rule related, but they address unrelated problems: one adds tuple-return handling to text/audio model forward paths, the other adds a rule for consumed boolean flags in image/video processors.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46259 is the cleaner representative change in this cluster: it introduces TRF018 with docs and targeted processor/model updates. PR #45720 is a separate TRF003 implementation focused on forward-signature/return_tuple behavior, so it is not the same underlying change.", + "canonical_pr_reason": "PR 45720 is the more concrete code change, with explicit forward-method updates across model implementations; PR 46259 is primarily a new rule/docs addition in a different area.", "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the most self-contained and clearly scoped of the two, with a named rule addition plus documentation. It is the better single representative for this cluster, though not a duplicate of #45720.", + "best_pr_reason": "PR 45720 is a stronger standalone PR candidate because it fixes a specific runtime behavior across model code paths, whereas PR 46259 is a broader linter-rule addition and not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: #45720 implements TRF003 around can_return_tuple/forward signatures, while #46259 adds TRF018 for dead do_* preprocessing flags. Shared model filenames alone are not enough to merge these PRs." + "reason": "Different underlying changes and code paths: TRF003 adjusts model forward return handling via can_return_tuple, while TRF018 adds a dead-flag consumption rule for image/video processors. Shared filenames are incidental, not evidence of the same fix." } ] }, @@ -21641,7 +21876,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21707,7 +21942,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21723,7 +21958,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "edc38422d7866c17a442d58ed2dbd37b16bb4be56317dd62d43e2e27171e5e86", + "prepared_review_unit_hash": "494e49da8bdc5e6f09d318761841dc498ab2cf42c7ade4e9ad4c987df73e62dc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21745,18 +21980,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates. PR #45932 is a broad, unrelated infrastructure/model-change PR, while PR #46100 is a small ViT test-migration PR with intentional failing assertions. They do not target the same underlying bug or mergeable code change.", - "confidence": 0.98, + "summary": "Two open PRs with similar \"do not merge\" styling, but they change unrelated areas: one is a broad model/CI patch, the other is a tiny ViT test-only edit. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45932 is the more substantive artifact: it touches multiple model implementations plus CI workflow secrets and appears to be the main code change, whereas the other PR is only a small test-file edit with deliberate failing assertions.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45932 is the best representative of the cluster because it contains the broader concrete implementation changes; PR #46100 is just a test migration stub and not a real fix/change candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different intent and code paths: #45932 changes CI/workflow and multiple model files, while #46100 only edits a ViT test file and inserts failing assertions. They are not the same fix and would not be merged into one PR." + "reason": "Reject: these are not the same underlying change. #45932 updates CI workflow and multiple model files, while #46100 only edits a ViT test file and adds dummy failing assertions; they would not plausibly be merged into one PR." } ] }, @@ -21770,7 +22005,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21789,12 +22024,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "fda820a9228e5e01cdea18c67ecf0cf2a34b8388daddd7b0420e9d228e5aab54", + "prepared_review_unit_hash": "039c239198d8bed5c42e00c30a479e2f474686de90b3f6264af8fa3881a6d179", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21802,7 +22037,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21811,30 +22046,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related theme-wise (adding SDPA dispatch support), but they target different model implementations and code paths, so they are not duplicates. The broadest representative is the multi-model PR for wav2vec2_conformer/bert and SeamlessM4T/v2.", - "confidence": 0.91, + "summary": "All three are model-specific PRs for adding `attn_implementation=\"sdpa\"` support, but they target different architectures/code paths (CTRL, T5, and wav2vec2/SeamlessM4T families). The similarity is thematic, not a duplicate change set.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, covering multiple model families and the most files/tests, while still being the same general SDPA-dispatch workstream.", + "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster, covering multiple related audio/seq2seq model implementations and tests rather than a single-model tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best cluster exemplar because it has the widest scope and strongest signal for the shared feature area, even though it is not a duplicate of the others.", + "best_pr_reason": "PR 46196 is the best anchor because it spans the largest scope and captures the common SDPA-dispatch pattern across several model families, making it the most comprehensive representative of the set.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but one is for CTRL and the other for T5. They touch different model-specific code paths and are not the same concrete change." + "reason": "Both add SDPA dispatch, but CTRL and T5 are different model implementations with distinct attention code paths; this is not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "The overlap is only at a broad feature level. PR 46073 targets CTRL, while PR 46196 covers wav2vec2_conformer/bert and SeamlessM4T/v2, so these are separate implementation efforts." + "reason": "CTRL-only SDPA support is separate from the wav2vec2/SeamlessM4T work; they touch different model families and cannot plausibly be merged as one PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both are SDPA support PRs, but they fix different model families and do not appear mergeable into one concrete code-path change." + "reason": "T5 SDPA dispatch and wav2vec2/SeamlessM4T SDPA dispatch are separate architecture-specific changes, not duplicate fixes for one underlying bug." } ] }, @@ -21848,7 +22083,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21864,7 +22099,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "98510e59bb9005072e3fb6ec5c71b52469a899057837d78768ba048a56f49e59", + "prepared_review_unit_hash": "43748a08ead8fe6c4367f937465cb3d43a40dba0051e2f283ad2fdd8e6bd6c56", "component_budget": { "node_count": 2, "item_count": 2, @@ -21886,18 +22121,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but they are not duplicates: one is a focused EP/router + Trainer integration, while the other is a broad distributed-branch base affecting many subsystems and CI.", - "confidence": 0.9, + "summary": "Two open PRs in the same distributed area, but they are not the same change: one is a focused EP/Trainer integration PR, the other is a broad distributed branch base. Shared filenames alone are not enough to merge them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "46269 is the broader foundational distributed-branch PR, touching many core distributed modules plus CI; 46126 is a narrower follow-up that builds on that base rather than reproducing the same change.", + "canonical_pr_reason": "PR #46269 is the broader base branch touching most of the distributed stack, so it is the more central representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "46269 is the best representative of the cluster because it is the more central umbrella change and the one most likely to anchor the surrounding distributed work.", + "best_pr_reason": "PR #46269 is the best overall cluster anchor because it is the larger foundational distributed refactor; PR #46126 is a narrower follow-up integration change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames only show overlap in the distributed stack, but the PRs target different concrete changes: 46126 adds EP/router masking and Trainer integration, while 46269 is a large base branch update across distributed infra and CI. They could not plausibly be merged as one duplicate PR." + "reason": "Different concrete changes: #46126 adds EP + Trainer integration, while #46269 is a broad distributed branch base spanning many unrelated files. They do not appear mergeable into one PR for the same bug/change." } ] }, @@ -21911,7 +22146,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21927,7 +22162,7 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "0d41c7815e88fabc403d7d8c9f9b1ff559a8e39f2168f2113f220f9ee3dee15e", + "prepared_review_unit_hash": "1d4af91bb5874f433e163300c5e3d90aecbeeac448ed69793200585f7fed8042", "component_budget": { "node_count": 2, "item_count": 2, @@ -21949,18 +22184,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests touch different workflow files and solve unrelated problems: one changes how self-comment CI passes PR text to a script, the other hardens ssh-runner by pinning a download and clearing HF_TOKEN. They should not be treated as duplicates.", - "confidence": 0.97, + "summary": "These are two unrelated GitHub Actions workflow maintenance PRs: one updates how a comment is piped into a helper script, while the other hardens an SSH runner workflow by pinning a downloaded script and clearing a token. They do not appear to fix the same underlying bug or change the same code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate workflow maintenance changes with different purposes and code paths.", + "canonical_pr_reason": "PR #46432 is the more substantial and security-sensitive workflow change, while PR #46138 is a narrow invocation tweak; if one PR must represent the cluster, #46432 is the better anchor.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a suitable global representative for deduplication because they address unrelated workflows rather than the same underlying fix.", + "best_pr_reason": "PR #46432 is the best standalone representative because it contains the more clearly scoped, self-contained workflow hardening work.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflow files and different changes: stdin handling for self-comment CI vs. security/pinning and env cleanup in ssh-runner. Not the same underlying bug or change." + "reason": "Different workflows, different fixes, and different code paths: stdin handling for self-comment CI versus supply-chain/secrets hardening for ssh-runner. They are not mergeable as one PR." } ] }, @@ -21974,7 +22209,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21990,12 +22225,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "ef36790e83db71a0f02ad26b79dab4a442334cf62041de273843556f2027bc7a", + "prepared_review_unit_hash": "9421a96489fc5bac6ed543325c95577edceea8b9317f99db3c7eeaac96c9e5a0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22003,7 +22238,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22012,18 +22247,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about avoiding brittle direct file reads when inspecting source, but they fix different code paths in different modules. They are related in theme, not duplicates.", - "confidence": 0.89, + "summary": "Two open PRs both replace fragile file-based source access, but they fix different code paths: one in import_utils path resolution, the other in modeling_utils attention-implementation detection.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better canonical representative because it targets a concrete source-reading heuristic in `modeling_utils.py` and includes test coverage, whereas #46152 is a separate helper-level change in `import_utils.py`.", + "canonical_pr_reason": "No single canonical PR: the patches touch different modules and address different source-reading call sites.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone candidate: it addresses a specific runtime behavior in `_can_set_attn_implementation` and is more fully substantiated by tests. #46152 is adjacent but not the same change.", + "best_pr_reason": "46207 is the better representative because it is a focused behavioral fix with test coverage; 46152 is a separate helper change in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both replace brittle `open()`-based source access, but they touch different modules (`import_utils.py` vs `modeling_utils.py`) and different mechanisms, so they are not the same underlying bug or a single mergeable PR." + "reason": "Related theme, but not the same underlying bug/change: 46152 adds a new traversable/path resolution helper in import_utils, while 46207 changes source inspection in modeling_utils for attention-implementation support. Different modules, different call sites, and not plausibly one merged PR." } ] }, @@ -22037,7 +22272,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22062,76 +22297,76 @@ "pull_request:46173|pull_request:46474", "pull_request:46343|pull_request:46475" ], - "prepared_review_unit_hash": "95ec3a969dde594b9da5dc1efd39c7acae2fb2daac8d4cb13454bc96854b7af5", + "prepared_review_unit_hash": "d609d749235d748a8f22f2aa0ff4ff6122637b2296e4474454f34fcffe4098c3", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14073, - "estimated_input_tokens": 3519, - "estimated_eval_tokens": 7294 + "serialized_chars": 14072, + "estimated_input_tokens": 3518, + "estimated_eval_tokens": 7292 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14073, - "estimated_input_tokens": 3519, - "estimated_eval_tokens": 7294 + "serialized_chars": 14072, + "estimated_input_tokens": 3518, + "estimated_eval_tokens": 7292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set contains three separate duplicate PR topics: StaticLayer.get_seq_length typing, static cache max-length handling, and Falcon-Mamba fallback warning wording. Only the pairs within each topic should be merged as duplicates; the cross-topic pairs are unrelated.", - "confidence": 0.96, + "summary": "This cluster actually contains three separate duplicate-style PR threads: StaticLayer get_seq_length typing, static cache max-length config handling, and Falcon-Mamba fast-path warning text. The accepted soft edges are within those same change threads; the cross-thread overlaps are just broad file/subsystem similarity.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole set; the items split cleanly into three distinct fixes with their own issue targets and code paths.", + "canonical_pr_reason": "PR 46481 is the best overall representative because it cleanly fixes the static cache max-length bug and includes tests, making it the most complete version of that change thread.", "best_issue_reason": null, - "best_pr_reason": "No single global best PR. Within each topic, the more complete PRs are 46474, 46481, and 46475 because they include the final fix plus tests or fuller coverage.", + "best_pr_reason": "46481 is the strongest standalone PR in the cluster: it addresses a concrete bug, is test-backed, and matches its explicit issue target closely.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46481", "accept": true, - "reason": "Same static-cache max-length bug in generation/utils.py, same issue target 46424, and nearly identical fix shape; these are duplicate PRs for the same code-path change." + "reason": "Same underlying static-cache bug: both cap generation cache length using cache_config.max_cache_len / max_cache_length in the same code path, and both target issue 46424." }, { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different underlying change: 46436 fixes generation static-cache length selection, while 46474 only changes StaticLayer typing in cache_utils.py." + "reason": "One fixes static cache max length config; the other only adjusts StaticLayer.get_seq_length typing. Shared file is incidental, not the same change." }, { "left": "pull_request:46474", "right": "pull_request:46481", "accept": false, - "reason": "Unrelated fixes in different code paths: cache_utils return-type annotation versus generation cache-length logic." + "reason": "Both touch generation cache code and tests, but one is a return-type annotation fix while the other changes cache length behavior. Different bugs/changes." }, { "left": "pull_request:46474", "right": "pull_request:46475", "accept": false, - "reason": "Different subsystem and problem: StaticLayer type hinting versus Falcon-Mamba warning text, so they are not the same bug/change." + "reason": "Type-hint/cache utility cleanup and Falcon-Mamba warning text are unrelated despite superficial similarity in scope/tests." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Both target the same StaticLayer.get_seq_length return-type annotation in cache_utils.py and share issue 45987; 46474 is a fuller follow-up with tests." + "reason": "Same StaticLayer.get_seq_length type-annotation fix; 46474 is the version with added tests, but the underlying code change is the same." }, { "left": "pull_request:46343", "right": "pull_request:46475", "accept": true, - "reason": "Both address the same Falcon-Mamba fast-path warning text under issue 46234; 46475 is the more complete variant with test coverage." + "reason": "Both update the Falcon-Mamba fast-path fallback warning on the same code path, with overlapping message wording and the same underlying kernel-availability clarification." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdicts are conservative and supported by the packet. The accepted pairs share the same issue target and code-path fix, while the rejected pairs touch different subsystems or different bug fixes. The summary correctly separates the three topics and does not overclaim mergeability across them." + "feedback": "The summary is grounded in the packet: it correctly separates the cluster into three change threads and keeps the cross-thread pairs rejected. The accepted pairs are conservative enough to look like the same bugfix thread, especially where they share the explicit issue target and overlapping code path. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -22142,13 +22377,13 @@ { "label": "pull_request", "component_index": 34, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46293-2", "nodes": [ @@ -22205,7 +22440,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22213,63 +22448,85 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46337-3", + "cluster_id": "cluster-46337-4", "nodes": [ "pull_request:46337", "pull_request:46362", - "pull_request:46368" + "pull_request:46368", + "pull_request:46488" ], "soft_pairs": [ "pull_request:46337|pull_request:46368", "pull_request:46337|pull_request:46362", - "pull_request:46362|pull_request:46368" + "pull_request:46337|pull_request:46488", + "pull_request:46362|pull_request:46368", + "pull_request:46362|pull_request:46488", + "pull_request:46368|pull_request:46488" ], - "prepared_review_unit_hash": "d950da02b7ef3fb76edfb11f0990804949d15a91a0dcc6890b344845c4ef4761", + "prepared_review_unit_hash": "7131a0f453d89bbe3ef9002b105f4896c1dd96087e66b50bdcee77fbc119336b", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 5964, - "estimated_input_tokens": 1491, - "estimated_eval_tokens": 3238 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 8928, + "estimated_input_tokens": 2232, + "estimated_eval_tokens": 4720 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 5964, - "estimated_input_tokens": 1491, - "estimated_eval_tokens": 3238 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 8928, + "estimated_input_tokens": 2232, + "estimated_eval_tokens": 4720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated model-test PRs: one adjusts Cohere2Moe test setup for device-mapping/offload, and two independently skip incompatible quant_cache tests for different models. The only soft-link is broad similarity around quantized-cache testing, not the same concrete fix.", - "confidence": 0.9, + "summary": "All four PRs are model-specific test fixes, but they target different failures and code paths. The only apparent overlap is generic quant-cache test skipping in two PRs, yet the underlying causes are different model cache implementations, so this cluster should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46337 is the best canonical PR because it addresses a specific failing Cohere2Moe test path with an actual test-environment fix, while the other two are small model-specific skips.", + "canonical_pr_reason": "No true canonical PR emerges: the PRs address unrelated model-specific test issues, and the superficial similarity is limited to test maintenance patterns.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46337 is the strongest representative of the cluster: it has the clearest failure mode, concrete setup changes, and is more substantive than the two model-specific skip-only PRs.", + "best_pr_reason": "PR 46337 is the broadest of the set because it touches shared testing utilities plus one model test, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different models and different failures: Cohere2Moe device-map/offload setup versus NemotronH quant_cache incompatibility. Same broad theme, but not the same underlying bug or change." + "reason": "Different models and different failure modes: Cohere2Moe device-map sharding vs NemotronH quantized-cache skip." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Cohere2Moe test infrastructure fix is unrelated to DeepSeek V4's quant_cache skip. They do not target the same code path or patchable change." + "reason": "Unrelated fixes; one adjusts test sharding/device placement, the other skips a DeepSeek V4 quant-cache test." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46488", + "accept": false, + "reason": "Cohere2Moe device-map/test setup is unrelated to Sapiens2 XPU expectation updates." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both are quant_cache skips, but for different model architectures with distinct cache implementations. Similar symptom, not the same concrete bug or mergeable fix." + "reason": "Both skip quant-cache tests, but for different model cache architectures and different concrete incompatibilities." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46488", + "accept": false, + "reason": "DeepSeek V4 quant-cache incompatibility is unrelated to Sapiens2 device-specific output expectations." + }, + { + "left": "pull_request:46368", + "right": "pull_request:46488", + "accept": false, + "reason": "NemotronH quant-cache skip and Sapiens2 XPU expectations do not share the same underlying bug or fix." } ] }, @@ -22283,7 +22540,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22299,12 +22556,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "48ef0914c96d5261bdb19f5057b403be152ffe4d91fd575c8efc2a3f9bbbfe42", + "prepared_review_unit_hash": "2923ad44f20cb98d35c0e80ae999d01b644909fc5ca7876a94b4d714d3dba3ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5960, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22312,7 +22569,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5960, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22321,18 +22578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one is a draft infrastructure feature for multimodal continuous batching, the other is a new HunYuan VL model implementation and docs. They do not fix the same code-path problem and should not be merged as duplicates.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other introduces a new HunYuan VL model, processors, docs, and tests. The soft similarity is superficial and should not be treated as a duplicate/change overlap.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different areas and different changesets, so there is no duplicate pair to collapse into one canonical pull request.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the better standalone PR because it has a focused scope around a single model addition, whereas PR 46376 is a broad draft feature spanning continuous-batching internals.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes entirely: continuous-batching multimodal support vs. a new HunYuan VL model and docs. They do not share the same concrete bug or mergeable fix." + "reason": "Different underlying changes and code paths: continuous-batching runtime support vs. a standalone new model integration. They are not mergeable as one PR and do not fix the same bug or implement the same feature." } ] }, @@ -22346,13 +22603,13 @@ { "label": "pull_request", "component_index": 37, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46465-2", "nodes": [ @@ -22405,6 +22662,135 @@ "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46482-5", + "nodes": [ + "pull_request:46482", + "pull_request:46483", + "pull_request:46484", + "pull_request:46485", + "pull_request:46486" + ], + "soft_pairs": [ + "pull_request:46482|pull_request:46483", + "pull_request:46482|pull_request:46484", + "pull_request:46482|pull_request:46485", + "pull_request:46482|pull_request:46486", + "pull_request:46483|pull_request:46484", + "pull_request:46483|pull_request:46485", + "pull_request:46483|pull_request:46486", + "pull_request:46484|pull_request:46485", + "pull_request:46484|pull_request:46486", + "pull_request:46485|pull_request:46486" + ], + "prepared_review_unit_hash": "b5d7e91c5d96ca082c2002d3afb19b70262a3d6475de7ca7a1a6f28770ee79d3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 14854, + "estimated_input_tokens": 3714, + "estimated_eval_tokens": 7684 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 14854, + "estimated_input_tokens": 3714, + "estimated_eval_tokens": 7684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad safety-hardening theme, but they fix different code paths: two remote-code trust gates, three separate unbounded-allocation guards, and one image size bound. They are not duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate emerges from this cluster; if one PR must represent the group, 46484 is the broadest resource-exhaustion hardening change, touching many model implementations and adding a shared regression test.", + "best_issue_reason": null, + "best_pr_reason": "46484 is the strongest representative of the cluster\u2019s safety-hardening theme because it covers the widest set of affected model code paths and includes a test, but it is still distinct from the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46482", + "right": "pull_request:46483", + "accept": false, + "reason": "Both gate remote code, but they protect different entry points: PEFT adapter loading vs custom generation loading. Different code paths and fixes." + }, + { + "left": "pull_request:46482", + "right": "pull_request:46484", + "accept": false, + "reason": "One blocks arbitrary adapter-import behavior; the other bounds positional-embedding allocation. Same general safety theme, but unrelated bugs." + }, + { + "left": "pull_request:46482", + "right": "pull_request:46485", + "accept": false, + "reason": "Different issue class and code path: adapter loading trust gate vs causal-mask memory bound." + }, + { + "left": "pull_request:46482", + "right": "pull_request:46486", + "accept": false, + "reason": "Remote-code import hardening and image resize/crop output bounding are unrelated fixes." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46484", + "accept": false, + "reason": "Custom generation trust gating is not the same bug as limiting sinusoidal embedding allocation." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46485", + "accept": false, + "reason": "Custom generate trust gating and causal-mask allocation bounding affect different mechanisms and cannot be merged as one duplicate fix." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46486", + "accept": false, + "reason": "These target different vulnerabilities: remote code execution gating vs image size bounds." + }, + { + "left": "pull_request:46484", + "right": "pull_request:46485", + "accept": false, + "reason": "Both prevent unbounded allocation, but in different tensor constructions and different model families; not the same concrete bug." + }, + { + "left": "pull_request:46484", + "right": "pull_request:46486", + "accept": false, + "reason": "Positional-embedding table bounds and image resize/crop bounds are separate allocation guards in different subsystems." + }, + { + "left": "pull_request:46485", + "right": "pull_request:46486", + "accept": false, + "reason": "Causal-attention mask allocation and image transform output bounds are unrelated code-path fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index eb44e32f748b30aabf0707313b719b7c11d786a7..cc325ef7f38e7a94b17a1bba1b349e64caedbcd9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260608t000032z", + "analysis_id": "hybrid-model-20260608t060044z", "archived_artifacts": { - "hybrid": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260608T000032Z/analysis-runs/hybrid-model-20260608t000032z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": 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"target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46234-3", + "canonical_pr_number": 46343, + "duplicate_pr_numbers": [ + 46475 + ], + "target_issue_number": 46234, + "reason": "PRs in cluster-46234-3 are treated as duplicates because they converge on issue #46234 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46291-3", + "canonical_pr_number": 46293, + "duplicate_pr_numbers": [ + 46478 + ], + "target_issue_number": 46291, + "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46424-3", + "canonical_pr_number": 46436, + "duplicate_pr_numbers": [ + 46481 + ], + "target_issue_number": 46424, + "reason": "PRs in cluster-46424-3 are treated as duplicates because they converge on issue #46424 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46463-3", + "canonical_pr_number": 46465, + "duplicate_pr_numbers": [ + 46470 + ], + "target_issue_number": 46463, + "reason": "PRs in cluster-46463-3 are treated as duplicates because they converge on issue #46463 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a7ab72567ad3b66048e3af2fc17ce5b3fc9c4415 --- /dev/null +++ b/snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22796 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260608T060044Z", + "generated_at": "2026-06-08T06:16:41Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + 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The only clear duplicate pair is the two ZeRO-3/BERT index-out-of-bounds reports (43596/43638); the rest differ by model, subsystem, or root cause.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43596 is the earliest, most general description of the shared ZeRO-3/BERT index-0-out-of-bounds bug, so it is the best canonical anchor for the one true duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the cleanest and earliest statement of the shared failure mode, and it matches the only accepted duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 problems: config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend bugs: AMD GPU failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to GPT-OSS running on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model and failure mode; Nemotron example breakage is not the same as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: GPU compatibility issue vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model-specific issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A task crash is not the same as outdated RAG documentation." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different removed features and need separate fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are distinct issues." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and resume-with-trust-remote-code are different training workflows." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures and models; this is not the same indexed-tensor/mask bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/BERT empty-index error is unrelated to the mask-shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 loading bug and resume/trust_remote_code problem are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "BERT ZeRO-3 index error does not match the mask/index shape mismatch bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Indexed-tensor mask error is unrelated to GPT-OSS MoE TP behavior." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume/trust_remote_code failure and Nemotron example breakage are different issues." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration and training resume failure have different roots." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BERT index bug is unrelated to the locally downloaded model resume issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch and BERT ZeRO-3 index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT index-0-out-of-bounds load/init bug; 43638 is the more specific duplicate." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are not the same failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA reload mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error is a different bug from collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing size recomputation and mask-shape mismatch are distinct failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but CPU-offload incompatibility and uninitialized-memory-after-to_empty are different concrete bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to CustomTrainer compute_loss signature changes." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 loading bug does not match GPT-OSS MoE TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different model bugs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video chat-template mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config regression and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding lookup are different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch/transformers compatibility and Qwen NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast mismatch is unrelated to GPT-OSS TP behavior." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing bug and GenerationMixin import error are different issues." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure has no overlap with outdated RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask-shape mismatch are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and missing Sam3Model text encoder weights are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1/transformers 5.8 incompatibility is different from USE_DISTRIBUTED=0 breakage in v5.9.0." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and BERT ZeRO-3 index error are different model-specific reports." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed artifacts and are not the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to the MPS histogram op error." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT embedding issue and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config regression and Qwen3 auto-device assert are different model/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted duplicate pair, issue:43596 vs issue:43638, is well-supported by the nearly identical ZeRO-3/BERT index-out-of-bounds signature and the creation order. The other rejections stay within what the titles and metadata justify." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "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:44291", + "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:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45812|issue:45920", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800" + ], + "prepared_review_unit_hash": "7182f45cce6eaad4bc06063a7fbe6089177bc79c58255983976ded9cf997ed91", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40093, + "estimated_input_tokens": 10024, + "estimated_eval_tokens": 20304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous cluster of unrelated issues. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where one report is the broader multi-model version of the same bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the best anchor for the only clear duplicate family because it describes the broader AutoTokenizer v5 regression across multiple model families, while 45812 is the narrower Granite-specific instance.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest representative issue in this set: it is broad, current, and captures the shared tokenizer regression more completely than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failure modes: missing float8 storage vs distributed/pytorch support on USE_DISTRIBUTED=0." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model loading/inference, but one is a device mismatch in Gemma4 PLE and the other is a Qwen3.5 video/chat_template token-feature mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated subsystems: AMD GPU support for GPT-OSS vs a table-question-answering task crash." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover different docs problems and different APIs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and errors: Voxtral processor failure vs Gemma4 device placement mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different code paths: Liger kernel cross-entropy dispatch vs Qwen3-VL video StopIteration." + }, + { + "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 for NemotronH vs documentation cleanup for RAG examples." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying bug: AutoTokenizer returns wrong token IDs after the v5 regression; 45920 is the broader report and 45812 is the Granite-specific instance." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "One is remote_code breakage, the other is a PyTorch distributed build/runtime compatibility issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are model load problems, but the models and root causes differ (corrupted checkpoint vs implementation can't load checkpoints)." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "TypeError from init_empty_weights/_is_hf_initialized is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params compatibility is a different dependency issue from USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a Qwen3-MoE model issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same error pattern, but the reported contexts differ enough to treat as separate DeepSpeed/Bert loading cases without stronger evidence." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and symptoms: Whisper model loading vs table-question-answering crash." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-specific load failures, but for different models and different failure reasons." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are unrelated breakages." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention torch/distributed compatibility, but one is DeepSpeed zero3/Bert and the other is a specific torch 2.4.1 vs transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA runtime crash are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading issue vs pydantic model field regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat model crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different bugs: init_empty_weights TypeError vs table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/config issues, but one is sliding_window_pattern and the other is device_map forward mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime failures: Qwen3.5 streaming API vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing vs MPS histogram op support." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is not the same as an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template node compile error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window_pattern attribute error are different problems." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/distributed compatibility and Gemma4 device mismatch are separate issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Same generic IndexError shape family, but one is a mask/index mismatch and the other is a zero-sized tensor during Gemma3 loading; not enough evidence they are the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Failed PaddleOCR-VL loading and GGUF gpt-oss support are distinct model-support requests." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the PretrainedConfig pydantic field issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are runtime errors, but one is a mask/tensor shape mismatch and the other is a Qwen3.5 embedding unpacking failure with TRL." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS MoE tensor-parallel issue are different concrete code paths." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM under v5 is unrelated to tied-weights translation-model behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is different from a Qwen3.5 streaming inference/API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different bug from the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference failures are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig regression are not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch 2.4.1 compatibility are different causes and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45812 vs issue:45920, is well supported by the shared AutoTokenizer wrong-token-ID v5 regression, with 45920 clearly the broader report. The remaining soft-edge rejections are appropriately cautious and do not overstate 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": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:45920", + "issue:46294", + "issue:46463", + "issue:46489" + ], + "soft_pairs": [ + "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:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:45183|issue:46463", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "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:43828|issue:44928", + "issue:36331|issue:41762", + "issue:45920|issue:46489", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "50f9afab85226c087732f33bb80d721acd3b5bb7f7abd1c4bd027eeb5474b587", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37338, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with two clear duplicate pockets: the non-persistent-buffer corruption regression around Transformers v5, and a likely Qwen3.5 video-input regression. Most other pairs are only superficially similar and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression and cleanly subsumes the near-duplicate reports in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest canonical issue candidate: specific, regression-focused, and directly supported by duplicate-like reports with nearly identical symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different failure modes: image preprocessor/model dtype mismatch vs video-feature/token count mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated runtime errors: torch-dynamo grouped_mm tracing vs missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5 video-input regression: both describe video feature/token mismatch on the same multimodal path." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors with ZeRO-3, but the concrete failures differ (mask shape mismatch vs size-0 out-of-bounds)." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is a broader AutoModel/pipeline output issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen3.5 multimodal bugs: text_config unwrapping vs uninitialized rotary embedding state after materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "No common bug: TensorBoard/TensorFlow backend detection vs a torch/transformers version compatibility issue." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen-like multimodal/text handling, but one is image dtype mismatch and the other is an embedding-unpacking/TRL issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different concrete failures: FSDP weight dimensionality vs Qwen3.5 embedding unpacking in SFT training." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Related to custom-module loading, but one is a cache-path collision and the other is wrong module selection after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different root causes: custom model initialization in notebooks vs flash-attn fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a missing lm_head tie in a specific model and the other is a broader translation-model v5 issue." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No duplicate evidence; extremely high perplexity on gpt-oss is unrelated to the GLM5 issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 failure vs flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: PagedAttentionCache linear_attention rejection vs tied-weights regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to translation-model weight tying." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation-message issues, but they target different model families and different input checks." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion is unrelated to a docs-only change about the removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is a different bug from translation-model tied weights." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: SFT embedding unpacking vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the removed transformers run command docs issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/runtime bugs: deepseek-coder detokenization vs Qwen-3-8B-NVFP4 execution failure." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared concrete code path; NVFP4 runtime error is unrelated to GraniteMoEHybrid's invalid method call." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are corrupted/junk-filled during Transformers v5 loading." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors are a different problem from the text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug: v5 causes non-persistent buffers to be filled/corrupted instead of preserved." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/numerics, but one is an autocast dtype mismatch and the other is an RLHF gradient-explosion/SDPA fallback problem." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: unexpected compute_loss kwarg vs out-of-bounds loading under ZeRO-3." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Tokenization regressions, but the affected models and symptoms are different enough that they do not look like one bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Distinct bitsandbytes/storage issues with different error signatures and code paths." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 rotary embedding memory initialization." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy load output are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice for the non-persistent-buffer regression is well supported by the packet, and the false soft-edge rejections are conservative. The Qwen3.5 video-input pair is plausible from the titles, though it would be safest to describe it as a likely related regression rather than a proven duplicate." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45488|issue:46489", + "issue:45715|issue:46315", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:42915|issue:43872", + "issue:43872|issue:44291" + ], + "prepared_review_unit_hash": "4ddcbadbe41c210843ac17d60085ba3b8cb095502d2853f3ff21f83b093a648b", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37173, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly a mix of unrelated Transformers regressions. The docs/pipeline deprecation pair is a clear duplicate, while the DeepSeek tokenizer pair is related but not evidenced strongly enough here to call a duplicate with confidence.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44509 is the clearest representative of the confirmed docs duplicate pair because it directly captures the v5 pipeline-task removal mismatch in docs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same broad model family, but the symptoms and underlying failure modes differ." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Tokenizer loading error messaging and a tied-weights attribute error are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 quality regression; the other is a broad tokenizer-version complaint." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but they hit different code paths and different failures." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and different bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing/LoRA ineffectiveness is not the same as int4 reserved-memory growth." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "A Voxtral tokenizer message issue and a glm-4v-9b load failure are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Logging noise is unrelated to a specific model load failure." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but they describe different problems without enough evidence of one root cause." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 import error are different code paths." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Unnecessary noise and a concrete load failure are not the same issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "These are different performance/memory complaints with different mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "A missing-fields bug in AutoConfig is not the same as a broader remote_code regression umbrella." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8 failures are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support and Gemma4 device placement are different issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights error do not match." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import failure and bitsandbytes constructor incompatibility are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage and Gemma4 PLE device mismatch are not the same concrete failure." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration helper failure is separate from the remote_code regression umbrella." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility on Qwen3 MoE is not the same as the tie_word_embeddings warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device mismatch are different failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer regressions in v5, but the packet does not establish the same root cause or a direct follow-up relationship." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and hot paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 loading are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage and a Kimi-K2.5 tokenizer regression are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback checks do not match." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weights/model-state bug and non-persistent buffer corruption are different loader issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: stale references to pipeline tasks removed in v5." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is mostly grounded, but one soft-edge acceptance is a bit too assertive: issue:45488 vs issue:46489. The packet only shows both are DeepSeek-tokenizer regressions in v5, while the claim that 46489 is a follow-up gap in 45488/PR #44801 is not directly supported by the packet. That makes the duplicate verdict less conservative than requested. The docs pair issue:43827 vs issue:44509 looks solid, but the summary\u2019s claim that there are only two true duplicates is stronger than the packet fully justifies." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:45812|issue:46489", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915" + ], + "prepared_review_unit_hash": "bbeddea07170844fd5b6919cb7cab703fab65a337e3a15270c10ff3731bacbdc", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36810, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and only a few pairs look like true duplicates. The clearest matches are the identical mask-shape error, the two Transformers 5.0 custom-model init regressions, and a couple of Qwen/Whisper/video-loading variants that likely share the same underlying code path.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into several unrelated subclusters, with only a few clear duplicate pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out. If forced to pick a representative, 44479 is the strongest subcluster anchor because it describes a broad, explicit regression across several Qwen VL variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same audio preprocessing bug: Whisper failing to run points to the broken fbank extraction helper." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a LoRA behavior bug and the other is a missing model flag; different code paths." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated failures: compute_loss keyword mismatch vs a tensor/mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on related Qwen model variants; a shared fix could plausibly address both." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is weight conversion/loading under accelerate+deepspeed, the other is gradient averaging with GAS; different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but for different architectures and different failure modes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "One is a Qwen3.5 training instability from 3D position_ids; the other is a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "The error title is the same mask/tensor shape mismatch; these look like the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are video-input regressions in Qwen VL variants on 5.3.0 and likely share the same broken video path." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading complaints, but the models and failure descriptions differ." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading bugs for different model families; no shared concrete failure shown." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed vs void segmentation-map image processing are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a torch.autocast dtype mismatch on Phi-tiny-MoE are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position embedding code, but one is rope scaling and the other is uninitialized memory after meta materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states corruption and device_map auto mismatch are distinct forward-pass bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal regressions: image-preprocessor dtype mismatch vs a video StopIteration error." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to the Kosmos2.5 OCR index error." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and an MPS histogram not implemented error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same custom-model initialization regression, with the Jupyter notebook report being a narrower instance." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile/SDPA failure on Bamba is unrelated to the Qwen3.5 flash-attention position_ids crash." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-output regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration and TRL SFT unpacking of Qwen3.5 embeddings are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading failure are separate initialization bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class is not the same as model loading breaking on meta-device materialization." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 config failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is cautious and grounded in the packet. The cluster is correctly described as heterogeneous, and the accepted soft-edge pairs are mostly conservative based on near-identical titles or clearly related regression reports. No pair is overstated beyond the available 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": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45584", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468" + ], + "soft_pairs": [ + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43644|issue:44534", + "issue:45507|issue:46468", + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "f1effc428ab0fa7f259d0568bfe4726ee4c4be7c5398f3da149cd380c89306a3", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one single bug cluster; it contains a few clear duplicate pairs plus many unrelated issues. The strongest duplicate pairs are the Transformers v5 non-persistent-buffer regression, the SigLIP2 bad-output regression, and the ScandiBERT/sleng-bert loading regression.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44534 is the clearest and most general representative of the exact duplicate pair about the Transformers v5 non-persistent-buffer corruption regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the best issue to anchor the cluster because it names the concrete regression directly and matches an exact duplicate title variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: tokenizer-mapping logic vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL video StopIteration vs a mask shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output symptom on the same model; one report is just a more general phrasing of the other." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/Whisper failure modes and code paths." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformer v5 init-flag regression vs a Kosmos2.5 long-input indexing bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: ZeRO-3/Bert zero-sized tensor indexing vs tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel ZeRO-3 index error is unrelated to tokenizer mapping selection." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-load regressions, but they point to different model-specific validation failures and are not clearly the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared code path; tokenizer-mapping bug vs mask/tensor shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/offload problems: device_map loading on offload vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad outputs and the other is a docs/example mismatch plus quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading regressions: Qwen3 MoE hf4.x/hf5.x incompatibility vs BitNet packed-weight unpacking." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but the failure modes are different (device-map cuda assert vs FineGrainedFP8Config)." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same tokenizer/model loading regression for closely related BERT models in the current version." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 language_model weight loading vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3Moe FP8 failure vs Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: Qwen3 MoE hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression wording and same underlying bug: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific failures; no clear shared root cause." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math bug vs optimizer argument handling." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related model family, but docs example problems are not the same as the nonsensical-output regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different performance/offloading problems in Qwen3 MoE vs quantized offload behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different models and failure signatures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different resource issues: MoE training memory usage vs int4 quantization reserved-memory OOM." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformer v5 regressions, but one is buffer initialization and the other is custom-model/Jupyter initialization." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different load paths (accelerate+deepspeed vs unit-test load failure)." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families; not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated: Qwen3 MoE migration issue vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and models." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/load regressions affecting different models." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API name, but different model architectures and different affected submodules; not clearly the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes and model contexts." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The accepted soft edges are limited to pairs that are plausibly duplicates from the titles/body themes (notably the exact Transformers v5 buffer regression and the two loading/bad-output report pairs), while the rejected pairs avoid overclaiming shared root cause. No soft-edge verdict appears overstated enough to reject this result." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45685|issue:46468", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164" + ], + "prepared_review_unit_hash": "db58b67d4a1e0d95e2b183e86b50c729fbe0d91c11713ab76de4b54b42400f30", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37649, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose set of unrelated issues, with a few tight duplicate-like subgroups around resize_token_embeddings/output_embeddings and lm_head weight tying.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45292 is the best umbrella issue for the resize_token_embeddings/output_embeddings regression; its wording is the most general and matches the Gemma4 and t5gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest overall representative because it captures the shared bug across multiple model-specific reports in the same code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and failures; both are chat/serve regressions but not the same underlying bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is save/from_pretrained extra_state handling, the other is init_empty_weights argument compatibility; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying in multimodal generation models, likely the same underlying fix." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "General torch version incompatibility vs meta-device loading breakage; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors and a GLM5 model issue are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading models, but the actual failures and likely fixes differ." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA vs an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states bug vs composite config text_config unwrapping; different model paths." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related, but one is offloading behavior and the other is memory reservation/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and distinct offload/FSDP failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batched token leak vs Gemma4 auto device map mismatch; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights type error vs mmap OOM on Strix Halo; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected init arg during meta loading vs MXFP4 quantization fallback; different bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Separate model/loading regressions with no clear shared code path." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization memory growth and mmap OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and Gemma4 FSDP2 bug are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support error and a broken Nemotron example are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint loading and an official example failure are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings/output_embeddings bug, with 45276 as a model-specific variant of 45292." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model loading tests and a save_pretrained regression are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling vs mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback are not the same bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is wrong module resolution." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage vs mmap OOM are different loading paths and symptoms." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping crash and AudioFlamingo batched inference leak are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43708", + "accept": false, + "reason": "Notebook custom-model init regression and Trainer max_steps resume bug are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same resize_token_embeddings bug manifesting in different model variants." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in Jupyter and save/from_pretrained extra_state handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and stay appropriately conservative. The resize_token_embeddings/output_embeddings cluster around issue:45292 is well supported by issue:45276 and issue:45335, and the lm_head tying pair issue:43404/issue:43454 is a plausible tight subgroup. The other pairwise rejects are also cautious rather than overstated." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46489" + ], + "soft_pairs": [ + "issue:45812|issue:46315", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:39404|issue:44912", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44462|issue:46489", + "issue:43906|issue:46326", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "564406c0883b701de1011949816903cd2e0b338c67c97117841c0edeb13d844a", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions, especially tokenizer/model-loading reports, but the listed soft pairs are generally adjacent symptoms rather than true duplicates. The strongest representative is the AutoTokenizer/tokenizer.json loading regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44462 is the clearest concrete bug in the set: AutoTokenizer ignoring the repository tokenizer.json. It is specific, actionable, and central to the broader tokenizer-loading regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best overall representative because it captures a core tokenizer-loading failure mode that plausibly underlies several related reports, while still being concrete enough to triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different failures: wrong token IDs vs a tokenizer performance regression." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a vocab/special-token configuration bug and the other is a model-specific load failure; not clearly the same root cause." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility vs a dtype mismatch under autocast." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs mmap-related OOM." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure and Gemma4 device-mismatch are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading breakage and Jupyter custom-model init are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility error vs device_map/offload mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline regression vs a broad tokenization-change report." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the Mistral image preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache crash and template compilation error are distinct failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No shared underlying bug; one is a reproduction of another issue, the other is a Qwen3.5 cache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / compilability issue vs Perceiver resize/interpolation failure." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and error types." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior vs MXFP4 quantization fallback." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different removed/changed APIs and are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf AutoTokenizer/AutoModel loading breakage are different problems." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3 init index error is unrelated to flex_attention compilation." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are different loader paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but the titles point to different loading failures and likely different code paths; not enough to merge." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for one model vs a Mistral regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked LM prediction quality and tokenizer loading are distinct failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Pipeline/model output nonsense vs ModelOutput key bookkeeping." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory usage regression vs mmap OOM workaround." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer-loading regressions, but 46489 is a follow-up gap in a prior fix rather than the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated reproduction issue vs mistral_common continue_final_message bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to the Qwen VL video regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure and Mistral tokenizer regex patch crash are different issues." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange device placement bug vs CPU-offload incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping-name failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT MLM regression are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:43582|issue:43632", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:36032|issue:42915", + "issue:46050|issue:46326", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:42175|issue:46178", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084" + ], + "prepared_review_unit_hash": "0c33206f9dc1242497d7730a325442a8816b7762e79a17838e15123d8be06d8a", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37107, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not duplicates; they span unrelated regressions across loading, tokenization, audio, training, and model-specific behaviors. Two pairs look like genuine duplicates: GGUF loading regressions and the audio fbank/feature-extraction crash.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43452 is the best canonical issue because it states the broad GGUF/from_pretrained loading regression; issue:43482 looks like a specific Qwen2.5-GGUF manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the strongest representative of the only clear duplicate set in this batch and has the broadest, most reusable description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failures: CLIP text-model structure vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: image preprocessor dtype mismatch vs Jinja/template compilation error." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different code paths: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue on gpt-oss is not the same as tokenizer post-processor not updating special tokens." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Whisper `return_language` pipeline behavior." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage is unrelated to `continue_final_message` handling for mistral_common tokenizers." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` config-field loss and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug is unrelated to multi-image IterableDataset fine-tuning failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different affected models and different loading failures; not a duplicate pair." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to non-template-node compilation." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen3-family failures with different triggers and subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; too different to merge." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Same underlying GGUF/from_pretrained loading regression; 43482 is a specific Qwen2.5-GGUF repro of the broader 43452 bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and ScandiBERT loading failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction crash around `_torch_extract_fbank_features` / unsupported `center` handling." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to GGUF loading regression." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different behavior: output_hidden_states vs rope index scaling." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing TensorFlow extra in installation and unsupported `tensorflow_text` backend mapping are not the same issue." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to `StaticCache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are different problems." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are Transformers v5 load failures, but they affect different models and likely different regressions." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to EMBEDDIA/est-roberta tokenizer loading." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve `lm_head.weight`, but one is a Mistral3 tying bug and the other is device-dependent serialization inconsistency; not the same fix." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 failure and template compilation failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are plausibly the same bugfix class based on the packet titles: GGUF/from_pretrained loading (43452/43482) and the audio fbank feature-extraction crash (44206/44220). The rejected pairs are generally kept separate for different models, subsystems, or failure modes. Canonical issue choice is reasonable." + }, + "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": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:40444|issue:46326", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43792|issue:44589", + "issue:43746|issue:46326", + "issue:40990|issue:44811", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "ab0094b7f83c0541a4c88af9a642beb22d52a34a8c78d9e953d8a03b9377b900", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated issue reports across tokenizers, multimodal loading, and version regressions. The only clear duplicate pair is the Qwen3.5 `save_pretrained` checkpoint corruption reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the broadest representative of the only clear duplicate pair, covering the Qwen3.5 `save_pretrained` checkpoint regression; issue:45357 reads like a narrower follow-up about the same visual-encoder key problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best issue to keep as the canonical report because it is the more general Qwen3.5 `save_pretrained` regression and subsumes the later, more specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different failures; only both are vision-related." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal, but the model paths and bug symptoms differ." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model issues, but they concern different components and failure modes." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the underlying bugs are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead vs cache API contract bug; not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading failures, but on different models and different root causes." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading/tokenizers, but the reported breakages are distinct." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export bug vs processor input-size mismatch; unrelated code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank extraction vs compiled flex_attention." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs tokenizer conversion slowdown; not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` checkpoint corruption / wrong visual-encoder keys regression." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model loading errors with no concrete code-path overlap." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different failure sites: FP8 config handling vs `init_empty_weights` init flag handling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8-ish concerns, but the specific bugs are different." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal dataset processing vs tokenizer chat-format behavior; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken argument conflict vs model-specific load failure." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a load-time weight-tying bug and the other is LoRA merge collapse." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs Granite speech config strictness; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "CUDA/PyTorch compatibility issue vs loading noise; not the same problem." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading and the other is buffer initialization." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading bug vs device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression vs mmap/OOM workaround; different issues." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Same general Qwen VL area, but the titles point to different regressions and code paths." + }, + { + "left": "issue:44977", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/decoding behaviors on different models." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup issue; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading vs tokenizer chat continuation behavior; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity/LM evaluation issue vs Whisper batch_decode flag handling; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic load noise vs a specific tokenizer load failure; not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both Qwen2-VL related, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled attention regression vs remote-code loading breakage; different subsystems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and the soft-edge verdicts stay conservative. The only accepted pair, issue:45216 and issue:45357, is plausibly the same Qwen3.5 `save_pretrained` regression from the titles alone. The remaining pair rejections avoid overclaiming duplicate status." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:43381|issue:45923", + "issue:43632|issue:44534", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43317|issue:43856", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44079|issue:44534", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079" + ], + "prepared_review_unit_hash": "524e03408ead9a384d510f9e8e3eaaf1676946a9dde6e6833ced3d2cd66b3744", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "This cluster is mostly a loose similarity bucket around Transformers v5 regressions, tokenizer behavior, and a few Qwen2.5-VL / multimodal edge cases. The items are largely distinct bugs rather than true duplicates, so I would not merge the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 loading regression in the set, so it works best as an anchor issue for triage, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Best umbrella issue for the cluster: it captures the common v5 model-loading breakage theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: runtime post-processor refresh vs missing BOS/EOS insertion." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is eval-mode use and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer serialization." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time failures: unexpected `_is_hf_initialized` argument vs missing Float8 storage object." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training/classification, but they describe different failure modes and different model paths." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: GGUF loading regression vs CLIPTokenizer max-length bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning failure and the other is still-image position-id scaling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different issues: Qwen2.5-GGUF loading failure vs missing `pad_token_id` on Llama4Config." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different subsystems: ModelOutput key assignment vs Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Distinct topics: dequantized model offload loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No real overlap: Voxtral tokenizer error message vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging, but one is missing TF in the torch extra and the other is a backend detection error with tensorboard-only installs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one ignores repo tokenizer.json while the other returns wrong Granite token IDs." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and bugs: Video-LLaVA tower/attention issue vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal regressions: Video-LLaVA tower wiring vs Qwen3.5 save_pretrained visual encoder key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: Qwen3 device-mapping crash vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but they are different models and different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Separate issues: torch.export compatibility vs bfloat16 dtype mismatch in inference wrappers." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to be duplicates." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different package/runtime issues: missing TensorFlow backend in torch extra vs PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different failure classes: Whisper runtime issue vs meta-device model loading breakage." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different model behaviors: SigLIP2 nonsensical outputs vs Perceiver non-default resolution classification failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision-language bugs, but the symptoms and models are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to lm_head/tied weights, but one is a config tie-weight bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different core bugs: ModelOutput key assignment vs non-persistent buffer junk values." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Separate v5 issues: `_is_hf_initialized` breakage vs bfloat16 dtype mismatch." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position handling, but one is multi-image finetuning failure and the other is video vision_position_ids being wrong." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same family, but one is still-image temporal scaling and the other is video input vision_position_ids; not enough to treat as the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffer serialization vs ModelOutput key assignment." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43761", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:43701|issue:45325", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:43262|issue:43746", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:40990|issue:45584", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43873|issue:45701", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:44991|issue:46291", + "issue:41720|issue:44977", + "issue:43526|issue:43883" + ], + "prepared_review_unit_hash": "83c82d087ce24a2c0d11d1ea3c58500df3da8994cc671f36457984b3064849a6", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "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 bugs across tokenization, model loading/offloading, vision/audio processors, and training behavior. I found no soft pair that looks like the same concrete issue or fix.", + "confidence": 0.2, + "canonical_issue_reason": "Issue 43873 is the broadest representative of the only somewhat recurring theme here (offloading/quantization), but the cluster is too heterogeneous for a strong canonical duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best single issue to anchor if one must be chosen because it is open and covers a broad runtime-loading regression, but it does not actually unify the other reports well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failure modes: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/runtime regressions, but one is a video-input regression in Qwen VL models and the other is a device-mismatch bug in Gemma4 PLE." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failing on torch_compilable_check models." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading failure in vLLM is not the same bug as torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel returning hidden_states=None; the other is ModelOutput key assignment when a key was previously None. Different code paths and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and no shared concrete bug is evident." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during offload is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Docs/model-processor mismatch and quantization errors are unrelated to multi-image iterable dataset finetuning failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but the Qwen3 cudaErrorAssert and Gemma4 PLE forward device mismatch are different concrete problems." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying issue is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer and the other is broad wrong-token-id behavior across several models." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crash is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming masking off-by-one and tokenizer convert_tokens_to_ids performance are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading behavior report; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion for Qwen3 MOE is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask support and Perceiver interpolate_pos_encoding behavior are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated training/runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenizer changes across transformers versions." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying issue is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL temporal position-id scaling is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for est-roberta is unrelated to kernels v0.15 requiring version/revision." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen generation problems, but one is an A800 cudaErrorAssert under auto device mapping and the other is a flash-attention generation regression in Qwen3.5." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:43065|issue:46402", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44008|issue:45823", + "issue:42175|issue:46291", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:41720|issue:45161", + "issue:43525|issue:46291" + ], + "prepared_review_unit_hash": "510d116ee5c1ff31245e94d1134636b654911a0e6c5bd11640f7e223db521824", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37857, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by broad Transformers regressions, but the soft pairs mostly share only a subsystem or model-family theme, not the same concrete bug or fixable code path. I would not merge any of the soft-edge candidates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best anchor: it is open, active, and broad enough to represent the recurring offloading/quantization regression theme that appears across several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative issue in this set because it is general, still open, and has the most plausible overlap with the offload/quantization-related regression space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys in Qwen3.5; different defects and fixes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes: model load vs tokenizer load." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: one is a 3d_parallel.py execution problem, the other is a Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family only; one is a dummy Conv2d in the pixel decoder, the other is missing text encoder weights loading." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: generation with inputs_embeds/past_key_values versus device-mapped Qwen3 loading on A800." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "No shared bug path; a Bark voice_preset issue is unrelated to progressive generation with past_key_values." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "One is video processor batch-shape handling, the other is a tokenization regression; same broad area but not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems and models: strict config loading for granite_speech versus tokenizer loading for est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Completely different failures: trainer loss signature mismatch versus Qwen3Moe FP8 loading/config issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are model/runtime failures, but one is torch.compile/SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/load behavior, but one is lm_head weight tying in Mistral3 and the other is wrong visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "No shared defect: BLIP2 dtype propagation versus Trainer max_steps calculation on resume." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and bfloat16 dtype mismatches are unrelated bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes: Gemma3n variable collision versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to kernels importing requiring version/revision metadata." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but they fail in different places with different missing types/attributes; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory pressure, but one is int4 quantization regression and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to memory/offload behavior, but one is quantization offloading and the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different concrete issues: torch.compile+SDPA failure versus CPU offload device mismatch in bark-small." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing complaints, but the affected models and code paths differ." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are regression-style issues, but FSDP CPU-efficient loading and non-persistent buffer junk are distinct bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer batching crash versus processor output resolution mismatch; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "The processor/tokenizer regression is unrelated to the tokenization changes described in issue 45701." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different loading failures: Qwen3Moe FP8 config versus dequantized-model loading with device_map=auto." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both are save_pretrained-related, but one is cache path collision and the other is permission propagation from source files." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next loading is not the same as broken quantized model persistence for sinq." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model loading/runtime failures, but one is auto device mapping on Qwen3 and the other is a Llava Next segfault." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and code paths: Qwen3 auto device mapping versus 3d_parallel.py execution." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity quality regression and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels metadata requirements are separate environment issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping on Qwen3 and tensor parallel support for GPT-OSS MoE are different parallelism paths." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the kernels version/revision import error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:45081|issue:45812", + "issue:44186|issue:44361", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "8a7d5089d2feab82b259639f7345504f7ce5667fd45917744a18c877bcbe2308", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issue reports. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched `padding=False` crash pair; the rest are different bugs, models, or subsystems and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44514 is the earliest, more complete report of the exact batched `padding=False` crash; 44545 appears to be the same bug described again.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative issue here because it states the concrete failure mode clearly and matches the only true duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model families and failures: sliding_window behavior vs missing pad_token_idx in config." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong Granite token IDs; different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and symptoms; no evidence they share the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked-LM prediction regression vs recurrent state reset in a Qwen module; unrelated issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal models and failures: video processing ValueError vs from_pretrained weight_only error." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy vs rotary_pct reload regression; different components and behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency is not the same bug as T5 add_special_tokens name conflict." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration issue; no shared code-path." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but one is quantization CPU offload mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels import/version requirements." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash vs Qwen3.5 streaming inference failure; different processors and failures." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor update bug is not the same as a broad tokenization change across versions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next segfault are different loading issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different weight-loading/key-mapping problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload/quantization issue is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and multimodal config unwrapping are separate generation/config issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering last-batch truncation is unrelated to SAM3 text/box behavior." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to undefined video-token helper names in multimodal processors." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the model targets differ and there is no concrete shared failing path." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding_window Qwen3-MoE bug is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched `padding=False` crash; 44545 is a duplicate report of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:44514 / issue:44545 is well supported by matching titles, close timing, and inbound references. The rest of the soft-edge rejections are phrased cautiously and do not overstate shared root causes beyond what the issue titles suggest." + }, + "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": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46489" + ], + "soft_pairs": [ + "issue:33666|issue:35707", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:45356|issue:45907", + "issue:44779|issue:46489", + "issue:43596|issue:44220", + "issue:43540|issue:46294" + ], + "prepared_review_unit_hash": "74824880c993943e43aebc41c7dcd09781716cf1364f96852f9cb504890ee40c", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only plausible duplicate-like pair is the DeepSeek tokenizer regression pair (44779/46489); the rest are clearly different bugs across unrelated models, configs, and code paths.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the broader, earlier DeepSeek tokenizer regression report; issue:46489 reads like a narrower follow-up gap in the same fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative because it captures the general DeepSeek tokenizer v5 regression, with 46489 acting as a specific downstream manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Different problems: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated failures in different models: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs and code paths: Perceiver resolution/interpolation vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux=None crash is a different issue from composite config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tied-embeddings warning in Qwen3.5 LoRA is not the same as the visual-encoder key save_pretrained regression." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor kwargs collision and ScandiBERT load failure are different tokenizer/loading bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is config save/load losing custom token IDs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast load failure is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor mismatch reports, but they concern different models and distinct failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth during random-init training." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures and different code paths: unpacking embeddings in SFT vs evaluate() after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline behavior, but 44843 is a specific _patch_mistral_regex network call bug; 42886 is a broader cache-loading failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related tokenizer special-token handling, but not the same bug: runtime post-processor updates vs BigBird mask-token registration/empty decode." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated issues." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness and T5 decoder-input error messaging are different problems." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different mechanisms and models: RMSNorm memory leak vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a trust_remote_code gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing is not the same as the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same general mistral_regex area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling regression/warning." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to degenerate zero loss with single-label classification." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the DeepSeek tokenizer producing incorrect output on transformers v5+, with 46489 appearing to be a narrower follow-up gap to the broader regression in 44779." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen multimodal/video issues, but they affect different models and different code paths: a ValueError in Qwen3OmniMoe vs chat-template video token/feature mismatch in Qwen3.5-9B." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek tokenizer pair (44779/46489) is the only defensible near-duplicate, and the other soft-edge rejections are appropriately cautious given the distinct titles and failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:42915|issue:43746", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:43295|issue:45834", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:45183|issue:45479", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43388|issue:46032", + "issue:30064|issue:36331", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:43540|issue:45381", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "4e810144694455ed0ff75e6bc174083ccfaceb2d6467bd0b09336494ccf64c56", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37316, + "estimated_input_tokens": 9329, + "estimated_eval_tokens": 18914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: the items are mostly unrelated Transformers bug reports spanning config loading, tokenizer behavior, quantization, multimodal preprocessing, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43643 is the broadest, most generally framed regression in the set and best fits the accidental config/loading theme that appears in a few soft matches, though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the most usable cluster anchor: concrete API path, clear regression framing, and the most general problem statement among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output quality regressions, but they involve different models and different failure modes (SigLIP2 inference vs CamemBERT MLM predictions)." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "One is a Qwen3VL weight_only loading error; the other is a Qwen2.5-VL video position-id bug. Same family, different concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void segmentation maps and GenerationMixin import errors are unrelated subsystems and failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both mention quantization/CI, but one is a BitNet loading bug and the other is DAC latents vs forward-pass mismatch; not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and BitNet accelerate-loading issue are unrelated tokenizer vs model-loading bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like/tokenizer mapping are different code paths with no shared bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading pretrained/quantized models, but one is PEFT adapter loading for GraniteSpeech and the other is sinq save/load corruption; different failure mechanics." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are unrelated model/config bugs." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8 failure and GraniteSpeech PEFT checkpoint loading are different models and different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are distinct compile/dtype issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 v5 output mismatch are different model-specific output changes." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 OCR long-input index error are unrelated multimodal bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading problems are both loading-related but not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA/torch.compile and DAC from_latents mismatch are separate implementation bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask name collision are different multimodal failure points." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default resolution failure are unrelated tokenizer vs vision-model issues." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument error and sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC latent/forward mismatch are unrelated failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging across models and single-label classification zero-loss bug are different behavior/logic issues." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated code paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch and Gemma3n variable-name collision are different multimodal bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are separate config-construction problems." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both are Mistral regex-loading issues, but one is offline model_info() patching and the other is backend_tokenizer AttributeError; not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one reports missing fields from trust_remote_code and the other strict config rejecting granite_speech; related theme, different defect." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache corruption are unrelated training vs inference bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation maps in image processing and custom trainer loss signature mismatch are unrelated issues." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve cache/state semantics, but from_pretrained buffer corruption and StaticCache seq_length return type are different contracts and failures." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM differences are separate model regressions." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation type errors are unrelated loader/compiler issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is video vision_position_ids in a different model/version." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/example errors and Kosmos2.5 OCR long-input index errors are unrelated model-specific 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": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43421|issue:44811", + "issue:45584|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:44186|issue:44442", + "issue:44479|issue:45834", + "issue:46294|issue:46463", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44561|issue:45020", + "issue:43452|issue:44991", + "issue:45987|issue:46192", + "issue:43720|issue:45072", + "issue:44610|issue:45072", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:43262|issue:43819", + "issue:44671|issue:45701", + "issue:43906|issue:46209" + ], + "prepared_review_unit_hash": "7274eae09c933728537b1f6dc5ca6499f0106f952bc5e2d1715f1aeb9bf5298b", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose tokenizer/processor-and-model-regression grouping, but the items are too heterogeneous to treat as one duplicate set. I would not merge any of the soft-edge pairs.", + "confidence": 0.84, + "canonical_issue_reason": "If forced to pick one representative issue, issue:45701 is the broadest umbrella for the tokenizer/version-regression theme; however, the cluster is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most representative title-wise for the shared tokenizer-behavior subset, but it still does not cover the unrelated loading, multimodal, and docs issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizer/processor behavior, but one is post-processor syncing for modified special tokens and the other is Whisper batch decoding; different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading and Video-LLaVA temporal-attention/weight-sharing are distinct bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault on load and MPS histogram int failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer issues, but one is LayoutLMv2 NER padding/truncation crashes and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input regressions, but Qwen video-input tokenization and Kosmos2.5 long OCR index errors are not the same bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video feature/token mismatch and T5 decoder-input validation errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A v5 error-message/docs regression and a model-output correctness bug are different issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import removal are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is not the same as docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Additional-space-after-added-token is a specific tokenizer bug; slow-vs-fast inconsistency is broader and could have many causes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/index shape error is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available is one specific remote_code breakage, while the other issue is a broad umbrella report; not clearly the same fix." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and est-roberta tokenizer loading failure are different loader/model cases." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache seq-length return type and return_tensors being ignored are unrelated API bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatches." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor/model input-size mismatch and dtype mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch v5 pipeline removal, but one is an error-message issue and the other is docs cleanup; not the same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different attribute/access problems." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing tensorflow in the torch extra and a tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError and CUDA float16 AMP loss crash are different platform-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-weight bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a generic tokenization-version change report are not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and FP8 inference failure on B200 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": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45372", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46285", + "issue:46326", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43650|issue:43906", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:34634|issue:36331", + "issue:43819|issue:43927", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:43531|issue:45042", + "issue:44387|issue:44617", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "88b2d7a90ad82343b70cd7ef1a78af9955ff2bc0268c2fd93d6c8b3ceebb9b33", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated transformer bugs spanning loading, quantization, processors, trainers, cache, and docs. None of the soft edges look like the same concrete bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse across unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue:45020 is the broadest regression-style report, but it is not a true cluster canonical for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: unsafe sys.modules access vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failures: label reduction bug vs output divergence in RTDetrV2." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen warnings, but they describe different tied-weights/config issues." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Non-template node compilation error is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error during loading is not the same as remote_code breakage." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token variables vs stale auto_mappings config references." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-object type error is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk vs FSDP CPU RAM efficient loading are different loading bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/BERT training index error is not the same as evaluate-after-train failure." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/invalid issue vs reproduction of an external upstream bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig custom token IDs loss." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "ImportError in Gemma 4 processor loading vs continue_final_message tokenizer behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are different failures." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are not the same as processor/model input-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading/test issue is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss keyword mismatch are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill recompilation and max_cache_length handling are different cache bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision dependency." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory/OOM regression is not the same as Sam3Video OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors are unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different code paths and bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to MPS attention correctness." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sample-rate default bug is unrelated to Whisper batch_decode behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43749|issue:44291", + "issue:43257|issue:43329", + "issue:43454|issue:43577", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:42490|issue:43257", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:43317|issue:45538", + "issue:45137|issue:45405", + "issue:44568|issue:45488", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "161175e3805883b4c289c5da722d4bd2f3e42bc7b1bb8b455c9e38bf091146a2", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38000, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely heterogeneous and do not form a real duplicate cluster. They span unrelated tokenizer, vision, loading, offload, quantization, and training-state bugs. All soft-edge pairs were rejected as not the same concrete underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate exists here; if a representative issue is needed, #45701 is the broadest tokenization-regression report and the closest thing to an umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#45701 is the most general and centrally relevant issue in this set, with broad tokenizer-version regression framing and inbound references, so it is the best representative issue despite the cluster being heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading failures, but they involve different mechanisms: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "One is Qwen3 MoE weight conversion under accelerate+deepspeed; the other is a multimodal video-token counting bug. Different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated bugs in different model families." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but one is missing fields from trust_remote_code and the other is text_config unwrapping for composite Qwen configs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video/multimodal processing, but one is undefined variables in token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are separate training/runtime issues with no shared bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState not updating num_input_tokens_seen." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they are model-specific failures in different code paths and not one concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion for mdeberta-v3-base and the other is Kimi-K2.5 codec/warning behavior." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The general video regression in v5.3.0 is broader, but this pair is not the same concrete defect; one is undefined multimodal-token helpers, the other is a multi-model video-input regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated model-loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to PIL backend image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig custom token IDs persistence and git-oss MXFP4 quantization fallback are unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption affect different models and behaviors." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as a broad tokenization regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained handling and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are separate concerns." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to CLIPTokenizer's absurd max length value." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counter stagnation are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map dequantized offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION release mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but the BOS/EOS omission and ByteLevel-vs-Metaspace override are different bugs with different impacted models." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError is not the same concrete regression as the broader v5.3.0 multi-model video input issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and Qwen3-vl-embedding StopIteration are distinct video-processing bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "The broad video regression and the qwen2.5-vl vision_position_ids bug are related in theme but not the same code-path defect." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a local model on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repository/runtime issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are different model-loading failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument conflict and est-roberta tokenizer loading regression are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and Perceiver non-default resolution failure are unrelated vision-model 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": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46463", + "issue:46468" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:43906|issue:46468", + "issue:43257|issue:43696", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:44792|issue:44964", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45823|issue:46463", + "issue:43749|issue:44756", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43257|issue:43756", + "issue:43906|issue:45381", + "issue:45357|issue:45920", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43526|issue:45479", + "issue:44913|issue:46121" + ], + "prepared_review_unit_hash": "53c9d840a0b7244cd2ca44cb36f0a0aa901185b50d9f4238db38009cffc1e058", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only plausible duplicate-like pair is the SigLIP2 implementation mismatch / nonsensical output reports; the rest are distinct model-, loader-, or infrastructure-specific bugs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43493 is the best root-cause-style issue: it describes the underlying SigLIP2 HF-vs-JAX discrepancy, which plausibly explains the downstream nonsensical outputs reported in issue:43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the clearest and most general issue in the cluster: it names the concrete model family, identifies the implementation mismatch, and is more root-cause oriented than the symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems: XLNet CPU device placement vs T5 decoder-input validation error message." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a minimal repro of a prior issue; the other is a broken Nemotron example. No clear same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug and CustomTrainer kwarg incompatibility are different trainer issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and likely different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken kwarg collision is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are distinct failures." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing PyTorch installation error." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug and flash-attention sink handling crash are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation problem: HF outputs diverge from expected behavior and produce bad results." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache sequence-length typing are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor-from-URL are unrelated loading bugs." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend support are unrelated environment/package issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are different models and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 Vision load regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging problem and missing Qwen2.5-VL symbol are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are different memory/loading fixes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are unrelated loading/runtime errors." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file handling and loading cjvt/sleng-bert are different tokenizer/model-loading problems." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated repro of an earlier issue and Qwen2.5-VL video vision_position_ids bug are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and tokenizer wrong-token-ID regression are different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Version bump to unreleased PEFT and stale auto_mappings config references are unrelated CI/package issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-clarity error message are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and zero-loss single-label classification bug are not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload regression and rope-params JSON list handling are different config bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43493 and issue:43994, is plausibly the same SigLIP2 bug class, while the other pairs are reasonably rejected as distinct failures. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46170", + "issue:46178", + "issue:46399", + "issue:46463" + ], + "soft_pairs": [ + "issue:43756|issue:46399", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43756|issue:45325", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:44361|issue:44442", + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:43295|issue:45356", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "fea8f2d9a626c69cb73878586d79e316dc58a6d2c5a1f15747e2face71277a80", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35926, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issue reports. The only plausible duplicate pair is the v5 tied-weights/save_pretrained regression around translation models; the rest are superficially similar by topic but describe different models, code paths, or symptoms.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45005 is the broadest and most representative of the likely duplicate area: tied-weight serialization regressions in v5 for translation-style models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45005 best captures the underlying bug family and is phrased at the right abstraction level for a canonical tracker issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention RoPE-related internals, but one is a Smollm3 layer-selection bug and the other is a Qwen3.5 kernel registration crash; different failure modes and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet vs Perceiver image resizing/interpolation are unrelated bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "One is RTDetrV2 output drift in v5, the other is Qwen3.5 checkpoint saving correctness; both are regression reports but not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is trust_remote_code missing fields in AutoConfig and the other is a strict-schema field drop in a specific Qwen vision config." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder-input validation error messaging are distinct model-specific issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but the first is missing num_labels propagation in Qwen3.5 while the second is strict loading of granite_speech config; different root causes." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/vision timing, but one is missing RoPE layers in Smollm3 and the other is incorrect still-image temporal position scaling in Qwen2.5-VL." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate() failing after train are different training/evaluation bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight shape error and LayoutLMv3 error-message clarity are not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL processor issues, but batched chat-template padding and video vision_position_ids are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same v5 tied-weights/save_pretrained regression for translation-style models; one is a concrete lm_head serialization symptom and the other is the broader tied-weights bug report." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are from AutoTokenizer.from_pretrained, but one is gguf_file breaking tokenizer/model loading and the other is an unconditional model_info call breaking offline mode." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skipping special tokens are different model/processor behaviors." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer on tasks and the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor loading import error and Windows ROCm torch.distributed dependency issues are unrelated environment/code-path failures." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration/empty decode and MLukeTokenizer task AttributeError are different bugs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer post-train evaluation failure and Gemma4 PLE device mismatch during forward are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save_pretrained shard-size question and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities issue and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 tokenizer codec/regression issues are different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend selection, but one is missing TensorFlow with tensorboard installed and the other is an invalid tensorflow_text backend mapping error." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "DeepSpeed weight-shape error and XLM-Roberta Flash Attention 2 issue are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 v5 output drift are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special-token registration and mdeberta BOS/EOS add_special_tokens behavior are separate tokenizer issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS bus error with a CLIP community model are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. The only accepted soft pair, issue 44466 vs 45005, is a conservative and plausible duplicate match within the same tied-weights/save_pretrained v5 regression family. The remaining rejections stay appropriately narrow and do not overstate cross-issue similarity." + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46402" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:43531|issue:43742", + "issue:44514|issue:45290", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:28282|issue:35141", + "issue:44464|issue:44977", + "issue:32090|issue:34567", + "issue:43643|issue:44561", + "issue:45491|issue:46002", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46209", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:43577|issue:45588", + "issue:41720|issue:44464", + "issue:43688|issue:45440", + "issue:28282|issue:32090", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43994|issue:46192" + ], + "prepared_review_unit_hash": "9ffd920b31d641f8301edcb4ad2acf66c1aa9e76cd732c65e909a7547223ee0b", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37191, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad similarity bucket of unrelated Transformers bugs and regressions (loading, training, generation, processors, and model-specific failures). I don\u2019t see a safe duplicate canonical; the soft edges are mostly topical rather than the same underlying bug/change.", + "confidence": 0.17, + "canonical_issue_reason": "No single issue is a safe canonical: the items span many unrelated code paths and model families, with no strong duplicate evidence tying them to one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global best representative beyond superficial topical similarity; picking one would be arbitrary given the heterogeneous failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both mention model-state problems, but one is unexpected position-id keys while the other is quantized save/load breakage; different bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading related, but one is an offline-mode Mistral regex/hub call issue and the other is a model-specific tokenizer load regression." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key errors are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is batching with padding=False and the other is assistant tool-call messages with no content." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading defects: Smollm3 RoPE-layer handling vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode failure and DiaConfig token-ID loss after save/load are related only at a very high level." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset under cache are distinct generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "One is a compile/attention bug; the other is an MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch missing ImportError and embedding reinitialization after resize are separate initialization issues." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but compiled chunked generation inconsistency and Qwen3.5 flash-attention failure are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState num_input_tokens_seen not updating are not the same code-path." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but missing fields from AutoConfig and removal of is_torch_fx_available are separate regressions." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window attention and NaNs in classification heads after checkout+init are different symptoms and causes." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading and packed-weight unpacking during accelerate loading are unrelated load failures." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT preset loading and Bamba torch.compile SDPA failure do not share the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issues and FP8 inference on B200 are distinct hardware/attention problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are only broadly about training, not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head serialization and quantized sinq save/load breakage are both persistence bugs, but not the same one." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key errors and AutoImageProcessor-from-URL loading are different loader paths and failures." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and compiled chunked generation inconsistency are separate runtime problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepseekV3MoE divergence are architecture-specific but not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer gpu_broadcast NoneType TypeError are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and DiaConfig token-ID persistence do not share the same code path." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image-passing regression are separate processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig custom token ID loss are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but gguf_file handling and ScandiBERT loading are not the same defect." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 auto device-map mismatch and sinq quantized save/load breakage are different runtime vs persistence issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are distinct Trainer-related bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip2 nonsensical outputs and return_tensors being ignored are unrelated API/model-behavior issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44849|issue:46209", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44479|issue:44625", + "issue:44849|issue:45357", + "issue:44568|issue:46489", + "issue:43577|issue:44554", + "issue:43688|issue:43749", + "issue:39692|issue:43295", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "44ca982247d7dd65623e7a9c9a0e19847eee69e96b0fdf1272a832f998e5b6fd", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37172, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes many unrelated Transformers bugs/regressions across tokenizers, model configs, multimodal inputs, loading, dtype/device issues, and training behavior. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the items are mostly distinct bug reports with different code paths and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen, issue 44843 is the best representative because it is a broad, high-impact core regression in tokenizer loading with a clear root-cause surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-pad-token config errors, but they affect different models/config fields (Llama4 vs StableLm) and likely different fixes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Both are AttributeError-style failures, but one is about packed weights during accelerate loading and the other about MLukeTokenizer task handling; different bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different regression classes: Qwen3.5 hidden-state handling vs FP8 inference on B200 hardware." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF/JAX implementation mismatch is unrelated to a pipeline() offline/error-message issue." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal, the other is a packaging/version pin issue for PEFT." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a documentation example/model-processor mismatch while the other is a deeper HF vs JAX implementation discrepancy." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 regressions: video-input processing vs num_labels propagation." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect save_pretrained visual-encoder keys are separate code paths." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and symptoms (special token insertion vs DeepSeek-Coder v1 output drift)." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both mention training/loading behavior, but one is auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer issues, but one is about add_special_tokens behavior for a specific tokenizer and the other is a broad Granite token ID regression." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Current version loading failure for a specific model is not the same as the offline model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Related Gemma4 topics, but one is a missing default tensor in fine-tuning and the other is multi-GPU inference OOM." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is different from Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward and cache max length handling are separate generation/cache bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are unrelated training/model bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP loading and Qwen2-VL multi-GPU training are clearly unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and StableLm pad_token_idx after 5.0 are different models and fields, not a single duplicate." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError on Python 3.13 are separate compatibility issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VL class and Float8 storage TypeError affect different modules and failure points." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig custom token ID persistence is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field model loading bug and Bark CPU-offload device mismatch are different model-specific issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config and unwrapping text_config for Qwen 3.5/3.6 multimodal configs are related only at a very broad config level, not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate and abnormal gradient growth under DeepSpeed ZeRO-3 are different training issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU inference OOM and PLE device mismatch during forward are distinct runtime problems." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT version bump have no common underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm missing pad_token_idx and init_empty_weights unexpected _is_hf_initialized arg are different config/init compatibility 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": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43504", + "issue:43540", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46285", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44625|issue:45759", + "issue:44554|issue:46365", + "issue:43688|issue:45701", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44423|issue:44734", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:43688|issue:43873", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:43540|issue:45200", + "issue:43278|issue:43701", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44521|issue:45290", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "9cfce63c0fd367fd60a5cfb95eb57ab8cefa64bf60efa987547df74f710db158", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect superficially related transformer/model bugs, but they do not describe the same underlying defect or mergeable change. I would not merge any of the suggested soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate emerges from this set. If a representative issue is needed, issue 45701 is the broadest high-signal report, but the cluster spans many unrelated tokenizer, multimodal, quantization, serving, and training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the closest thing to a cluster anchor because it is broad, open, and has multiple inbound references, but it should be treated only as a loose representative\u2014not as a true canonical duplicate for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs PEFT version pin regression; unrelated symptoms and code paths." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs CLIP text model structure mismatch; different models and defects." + }, + { + "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 transformers version/config regression; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field load failure vs BigBirdTokenizer special-token decode issue; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs a GraniteSpeech CI stale-test failure; not the same underlying problem." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is num_labels propagation and the other is text_config unwrapping in AutoModelForCausalLM; distinct code paths." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs inability to import Trainer due to datasets; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models vs tokenizer behavior changing across transformers versions; different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux=None crash vs sinq save/load quantization corruption; separate lifecycle and failure modes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLflow reporting when training fails; no shared defect." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch serving/continuous batching, but one crashes on multimodal inputs and the other on KV-cache continuation indexing; not mergeable as one fix." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs vs position-id key warnings; unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth vs failure to load Phi-4 multimodal; different problems." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization vs offloading with quantization; both MoE/quantization-adjacent but not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer adds an extra space after added token vs TrainerState num_input_tokens_seen not updating; related only at a broad tokenizer level." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes vs flash_attn import KeyError on Python 3.13; different subsystems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs flex_attention PyTorch version check bug; both in attention, but different concrete code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in siglip2; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs memory overflow in sam3-litetext; same family, but different defects." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma 4 mm_token_type_ids defaulting bug; different multimodal issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading with quantization vs broken sinq save/load; both quantization-related but clearly distinct bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Inference dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs Gemma4 PLE device mismatch; different failure modes and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template vs tool-call/no-content crash in apply_chat_template; same API, but different bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash vs return_tensors being ignored when text_kwargs is passed; different tokenizer behaviors." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45520", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:43493|issue:43701", + "issue:28218|issue:33357", + "issue:45823|issue:46192", + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:45381|issue:46209", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:43295|issue:43493" + ], + "prepared_review_unit_hash": "638a9580c68947e0d1f20b92144c8a1c586de0c886faf546b627b9241063b1e4", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and the soft links are largely false positives. The only pair that looks like the same underlying bug is the SigLIP2 correctness reports; everything else spans distinct models, configs, or code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43493 is the broader/root-cause SigLIP2 report; issue:38175 looks like a more specific symptom of the same implementation mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative because it states the general SigLIP2 discrepancy clearly and can subsume the more symptom-specific zero-probability report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Both are generation/model behavior bugs, but they affect different code paths and model families; no concrete shared defect." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs. checkpoint resume key mismatch are unrelated failures." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and Mac bus error on CLIP are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device mismatch during forward vs. return_tensors being ignored are different processor/model issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor attribute error and rope-validation TypeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs. batched video shape bug are different behaviors." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor API regression and OmDet input-size mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same defect." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors are not the same bug as return_tensors handling." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing config field after v5 update vs. model loading failure for a specific repo are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading, but one is a missing config attribute and the other is meta-device loading breakage." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are different training/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights is unrelated to LoRA merge collapse." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption is not the same as CLIPTextModel structure inconsistency." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL position-id bug and FP8/B200 inference failure are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping issues, but they target different missing backend entries and look like separate bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids issue and Qwen2.5-VL temporal position scaling bug are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device loading regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id errors, but for different model configs and likely separate regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2.5-VL export and DeepSeek detokenization bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness discrepancies; 38175's zero probabilities look like a symptom of the broader HF-vs-JAX implementation mismatch in 43493." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift between train/eval and MoE memory usage are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT label reduction bug and return_tensors handling are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Repeated pair; still unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor regression and SigLIP2 numerical discrepancy are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only soft link that is reasonably supported by the issue titles is the SigLIP2 pair (38175/43493); the rest look like distinct models/code paths, so the false verdicts are cautious rather than overstated." + }, + "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": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:42915|issue:43824", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45290|issue:46326", + "issue:44610|issue:44857", + "issue:45759|issue:46285", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44514|issue:44521", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351" + ], + "prepared_review_unit_hash": "bc94a820f218be866ffe22e417eb660909a91fc642143cf062c55ce468fa3892", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports, so none of the suggested soft pairs look like true duplicates. I picked the open multimodal chat-template bug as the best representative issue, but there is no PR in this set.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, user-facing, and has a detailed repro around multimodal chat templating with clear downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most actionable and broadly relevant issue in the set, with active discussion and a concrete regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Both are import/model-loading failures, but they concern different symbols and different model paths (Qwen3Moe FP8 config vs Qwen2_5_VL import)." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different models and different failure modes: AutoTokenizer loading FastSpeech2ConformerTokenizer vs save_pretrained/tokenization failure on Wav2Vec2." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportError reports, but for different missing exports and unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video output shapes are separate processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated symptoms in different subsystems." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "One is a Python 3.13 import_utils flash-attn key issue; the other is a Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one is a tokenize=True crash with tool-call messages and the other is continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP loss crash are different bugs in different model families." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model issues: from_config text_config unwrapping vs CLIP class structure inconsistency." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention import_utils availability helpers, but they are distinct APIs with different missing/removal contexts." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent forwarding mismatch and GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template for multimodal inputs, but one is a padding=False batched crash and the other is all-zero assistant masks; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they refer to different documentation sections and different behavior mismatches." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware failures: auto device mapping cudaErrorAssert on A800 vs FP8 inference on B200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different detection-model bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are not the same code-path problem." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Loading breakage from base_model_prefix changes is distinct from Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing private import and Torch 2.10 incompatibility are different failure classes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences across versions and recurrent-state reset in modular_qwen3_5.py are separate model bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer misconfiguration and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and flash_attention.py s_aux=None crash affect different components." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and a category-cardinality runtime limit are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA compile failure and GraniteSpeech stale CI test are not the same underlying problem." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 DebertaV2Model import parsing and qwen3_omni_moe feature extraction helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are ImportError reports, but for different missing exports and different affected 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": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43335|issue:43504", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:45290|issue:45381", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:39692|issue:44493", + "issue:43335|issue:45593", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:34689|issue:35141", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:44448|issue:44977", + "issue:44977|issue:45229", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575" + ], + "prepared_review_unit_hash": "a8a6f0305ee88871626f24c41ae4984eae44bf323dbb82f5ae6f8a1b87a90c95", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37429, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated model-specific regressions and feature bugs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained error reports; the rest are too semantically distant to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the best canonical for the only exact duplicate pair because it is the earlier report and 45478 repeats the same Qwen3.5 MoE from_pretrained failure verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest cluster-wide representative because it describes a broad v5 tokenizer regression affecting multiple models and is more central than the many isolated, unrelated bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer config vs BEiT semantic-segmentation legacy-field loading failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths and symptoms: DAC latent reconstruction mismatch vs position-id key warnings." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression vs pipeline error-message wording; not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 CI failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: feature extractor center-arg crash vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs example/model-processor mismatch is unrelated to BEiT image-processor reduce_labels behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are MoE/flash-attention adjacent, but one is an s_aux=None crash and the other is a CPU-offload rotary-embedding issue; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids regression are distinct failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batch truncation and the other is BeitImageProcessorFast reduce_labels returning one label." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Separate model/config bugs in different architectures; no shared failing code path." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug vs stale GraniteSpeech CI override test; not duplicates." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Import-error masking in tokenizer loading vs missing import_utils symbol; different issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports: same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated SwitchTransformers config issue and GraniteSpeech CI failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation bug vs D-FINE auxiliary-loss behavior; different models and symptoms." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model regressions affecting different stacks; not mergeable as one fix." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra-space tokenizer behavior and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP float16 loss crash are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path warning is unrelated to GLM-4.7 test-loading failure." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion does not match the v5 is_torch_fx_available removal breakage." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related bugs in different code paths; no single concrete fix." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability outputs and unexpected position-id keys are separate model issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading regression and embedding resize/post_init reinit are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenizers, but one is wrong token IDs across models and the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problem vs CUDA OOM during multi-GPU inference are different underlying issues." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/script-related failures, but one is a Python 3.13 import/IndentationError and the other is a Qwen3.5 kernel registration ValueError; not the same fix." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tp OOM on Qwen2-57B are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge rejections stay conservative. The only minor stretch is the word \"verbatim\" for the duplicate Qwen3.5 MoE reports, but the identical titles and high similarity make the duplicate call reasonable." + }, + "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": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43746", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46209" + ], + "soft_pairs": [ + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:44561|issue:44779", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:28282|issue:33357", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:36010|issue:37428", + "issue:45588|issue:45823", + "issue:43412|issue:45588", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44361|issue:45198", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "b365a13d09716ac60ef147f53ecc18c82405dec204bd6c1f82208b07f6800a9a", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate cluster; the soft-similarity pairs are mostly broad theme overlaps (tokenizers, flash-attention, save/load) rather than the same underlying bug. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the broadest, clearest core regression in the set: a concrete `from_pretrained` / `save_pretrained` loading bug with custom modules and strong downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is also the best standalone issue because it is actionable, high-impact, and describes a reproducible core loading path failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen2.5-VL finetuning with iterable datasets vs BEiT fast image processor label reduction." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is custom token IDs in config and the other is wrong custom module selection; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated regressions: Flash Attention 2 test failures vs embedding reinitialization after resize with untied weights." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and issues: XLM-RoBERTa flash-attention support vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a removed helper breaking trust-remote-code models; the other is a tokenizer correctness regression for DeepSeek." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: AMP/CUDA crash in LwDetrImageLoss vs flash_attention integration crashing on `s_aux=None`." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError about missing PyTorch vs MacOS bus error in a CLIP community model; not the same failure." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is flash-attention correctness and the other is a stale warning about `num_return_sequences`." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype drift and gradient checkpointing in eval are different issues, not one underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated model/runtime problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Processor import failure from `mistral_common` is unrelated to `flash_attention.py` crashing on sink-less models." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and different regressions." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash-attention crash on `s_aux=None` is not the same as a device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/training-guard issues are unrelated to a flash-attention integration AttributeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; different bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting behavior and Trainer broadcast `NoneType` failure are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same as Fuyu's bare-except error handling bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent-state reset in modular Qwen3.5 are different code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale generation warning do not describe the same underlying defect." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model bugs with different symptoms and code paths." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are distinct from Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a CLIP model and SigLIP2 docs example errors are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos-token config inconsistency is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base model prefix loading regression and rope validation TypeError are different loader/config bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf absent is unrelated to leftover dummy classes leaking into `dir(transformers)`." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44734", + "issue:44857", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46369" + ], + "soft_pairs": [ + "issue:42915|issue:42994", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:44206|issue:44479", + "issue:10000|issue:15354", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:42490|issue:43873", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:27957|issue:29942", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:43526|issue:45834", + "issue:43278|issue:43329", + "issue:45372|issue:45406", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:43526|issue:44186", + "issue:43575|issue:44387", + "issue:27957|issue:33357", + "issue:43526|issue:44857", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "af87823f87591cbf14aecb9f1ec29e4a3b48a4ec7a5384cf89d9918dff705229", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad themes like tokenization, quantization, or GPU failures, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates. If a representative issue is needed, the most central/active standalone report is the quantization/offloading OOM issue 43873, but this is not a true duplicate cluster.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43873 is the most active and broadly scoped standalone bug in the set, with multiple inbound references and discussion. It is the best representative issue only in a loose triage sense, not because it duplicates the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest single issue to keep as a reference point because it is active, user-facing, and has the most cross-issue attention. The rest of the items are too diverse to serve as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8Config model-load failure and the other is a quantized model saving failure. Different code paths and failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated bugs: Python version compatibility versus a model-implementation divergence for DeepSeekV3. No shared underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "One is a dtype mismatch during evaluate; the other is a tensor-parallel OOM while loading a specific model. Same general memory area, different bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer loading issues, but one is a wrong decoder type in v5 and the other ignores tokenizer.json from the repo. Distinct root causes." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a deletion/GC leak in RT-DETR and the other is overflow when calling sam3-litetext. Different models and mechanisms." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor argument regression versus a video-input regression in Qwen VL models. Not the same failing code path." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely unrelated: a DistilBERT issue versus a torch.jit.script GeneratorExp/export problem for ViT." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FlashAttention 2 test failures and void segmentation-map processing are unrelated bugs despite both being test/vision adjacent." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both are import-time/tokenizer-loading failures, but one is a missing ReasoningEffort symbol and the other hides protobuf-related tokenizer errors. Different underlying defects." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "A SigLIP2 correctness regression versus an RT-DETR memory leak. No common bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A path-with-slash import warning is not the same as quantization offloading failing. Only loosely related to model loading." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure due to torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but one is a special-token registration bug and the other is AutoTokenizer failing to load a specific tokenizer class. Not the same defect." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different transformers serve failures: KV-cache tensor indexing versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are OOM/memory reports, but one is quantization offloading behavior and the other is multi-GPU inference on Gemma4. Not mergeable as one concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 bad outputs are different model-specific implementation issues." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention FlashAttention 2, but one is model support and the other is failing tests. Shared subsystem only, not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer selection in Smollm3 versus a DeepSeekV3 implementation divergence are separate model-architecture issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "A dtype change in evaluation and undefined video-branch symbols in multimodal token counting are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and transformers serve _tokenizer attribute error are distinct failure paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert on auto device mapping and multi-GPU OOM are different GPU failures with different triggers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "A DeepSeekV3 implementation mismatch is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B loading and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs affecting different inputs and code paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but one is a specific model load OOM and the other is a Transformers 5.x int4 reserved-memory regression. Too broad to merge." + }, + { + "left": "issue:27957", + "right": "issue:33357", + "accept": false, + "reason": "XLMRoberta FlashAttention 2 support and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44442|issue:45072", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:27957|issue:33290", + "issue:44464|issue:45584", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:44977|issue:45584", + "issue:44062|issue:45907", + "issue:33290|issue:34567", + "issue:28218|issue:32090", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:44442|issue:44898", + "issue:46121|issue:46399", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44964|issue:45440", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:43493|issue:43827" + ], + "prepared_review_unit_hash": "d57d19c23f999eb7255e66f8f2bdcfaa8ec4b05233bbddab06971fd424eb9ca9", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated issues; despite some superficial keyword overlap (Qwen, tokenizer, loading, generation), none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate emerges: the items span many distinct bugs/regressions across unrelated models, tokenizers, training, and config paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen as a representative, 43646 is the broadest general regression item (custom model initialization in Transformers 5.0.0), but the cluster is too heterogeneous to treat it as a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen model families and different failures: missing pad_token_id on load vs sliding_window behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 flash-attention generation vs a categorical cardinality/runtime error." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; no shared code-path bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing import for Qwen2_5_VL vs a vague dependency issue; not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "One is about clearer error handling; the other is embedding reinitialization after resize." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific loading/runtime problems for Qwen3MoE vs Qwen3-VL." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Attention backend support issue vs DeepSpeed/Adafactor OOM; no same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is not the Whisper empty-transcription/alignment failure." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Sampling-rate default mismatch in audio chat templates vs unsupported center arg in feature extraction." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom-model init regression vs a patchtsmixer-specific optional post_init policy change." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-output bug are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument conflict is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer-related OOM is unrelated to TrainerState token-count bookkeeping." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs distributed broadcast TypeError; no shared root cause." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation is not the same as quantization offloading behavior." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver interpolation failure; unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and missing apply_rotary_pos_emb decorator are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Config API discrepancy is too broad to match the specific missing pad_token_id attribute bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Specific Llama 3.2 vision load break vs generic base_model_prefix loading regression; not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to the Adafactor/DeepSpeed OOM report." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading bug and FastSpeech2Conformer tokenizer loading bug do not share a concrete fix path." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE divergence are different model-specific 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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45290", + "issue:45479", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43550|issue:44743", + "issue:42907|issue:45698", + "issue:43873|issue:44871", + "issue:44442|issue:45803", + "issue:42175|issue:46234", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:43761|issue:44188", + "issue:44464|issue:46421", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:43611|issue:43931", + "issue:33290|issue:34689", + "issue:45632|issue:46424", + "issue:42617|issue:43575", + "issue:43650|issue:46202", + "issue:33290|issue:35141", + "issue:43575|issue:43742" + ], + "prepared_review_unit_hash": "0de7fec18f4d2af85756a84c07c386eeb051cd98f856c129dfee785c2823ef17", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35041, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 + }, + "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; the soft similarities are superficial and none look like safe duplicate merges. If a single representative is needed, issue 45698 is the broadest open loading/custom-module bug, but it does not imply a real duplicate cluster.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45698 is the broadest, most active open report about from_pretrained/save_pretrained custom-module mis-resolution, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest combination of scope, discussion, and inbound references among the listed issues, making it the best overall issue representative despite the lack of true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different failures: torch.compile SDPA behavior on Bamba vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "One is saving dequantized Ministrals/Devstrals; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading failure and Fuyu tensor-conversion exception handling are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend-install/import packaging issue vs a missing import_utils helper; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Qwen composite config unwrapping in from_config." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs chat-template tool-call crashes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are distinct bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled forward output inconsistency is different from cache lazy-init causing spurious recompilation." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo vs a backend mapping error for tensorflow_text." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model/config loading error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct not persisting on reload are different config-load failures." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init validation concern is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token handling and zero-loss classification behavior do not share the same underlying code path." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer API breakage and pipeline error-message regression are only broadly related to pipeline APIs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA/OOM behavior is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k shape change is unrelated to missing PyTorch installation ImportError." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "trust_remote_code cache collisions are unrelated to max_cache_length behavior in quantized cache." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different problems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' report is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed and embedding reinitialization after resize are distinct bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and a MobileLLM loading key error are different loading 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": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:41950", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:44610|issue:46369", + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43404|issue:43441", + "issue:44871|issue:45584", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:41950|issue:43475", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:44617|issue:45584", + "issue:44190|issue:44964" + ], + "prepared_review_unit_hash": "4250ee0f3a8305da9de25c9e725fb4b977a99f342b2018384435044432a5cb41", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose heterogeneous cluster of unrelated Transformers issues; all soft edges look like false positives rather than true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate center stands out. If one issue had to represent the cluster, issue 45698 has the strongest signal (open, high discussion, inbound refs), but it is not actually the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a genuinely good global canonical for this set because the topics are too mixed; 45698 is only the closest fallback by activity, not by shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention support for XLM-Roberta vs a Trainer/_gpu_broadcast_one NoneType error." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated bugs: OmDet-Turbo image size mismatch vs sam3-litetext memory overflow." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and root causes: Gemma3TextConfig API mismatch vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression classes: processor.tokenizer/image passing breakage vs Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is not the same as granite_speech being blocked by strict config loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal video/text paths, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched chat-template padding crash in Qwen2_5_VLProcessor." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different Mistral-family problems: lm_head weight tying vs FlashAttention generation failure." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos-token config bug is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different code paths: FuyuBatchFeature exception handling vs importing Trainer with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken workflow issue and janus test failure do not share the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor picking image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Windows ROCm torch.distributed import issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos-token inconsistency is not the same as sinq save/load quantization breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5 custom-init regression is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both involve model loading, but gguf_file breakage and missing model_type in config.json are different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab weight-tying collapse and Gemma 4 mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are distinct model-specific issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field load failure in BeitSemanticSegmentation is not the same as wrong custom module selection after save_pretrained/from_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing is_falcon_mamba_ssm_available utility." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are separate training/runtime bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models/problems." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "A vision forward regression is not the same as missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale auto_mappings references to Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is not the same bug as Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading 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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:44534|issue:44913", + "issue:43673|issue:44743", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45381|issue:46369", + "issue:35141|issue:42490", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44617|issue:46369", + "issue:25251|issue:27957", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "83048c737243079b512f3bc401b6c78094c6f357d46db91d632ee4c81a32c6f9", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different models, scripts, and regressions. None of the soft pairs are strong enough to treat as the same underlying bug, so there is no clear canonical issue or any PR candidate here.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill and cache, but one is about a missing GenerationMixin cache in v5.0.0 while the other is about lazy cache init causing recompilation; related area, not the same concrete bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One reports junk-filled non-persistent buffers in v5, the other a GPTNeoXConfig field reverting on reload; different failure modes and code paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache/chunked-prefill versus recurrent-state reset are different symptoms and likely different fixes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems: video-input regression in multimodal models versus KV-cache continuation indexing in serve responses." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs reference to removed pipelines; the other is a runtime correctness issue with a specific model and pipeline usage." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to the category-count RuntimeError." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor input-size mismatch are different model issues." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video position-id regression in qwen2.5-vl is unrelated to Sam3LiteText memory overflow." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and local-path import warnings are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "The former is the broad non-persistent-buffer junk regression; the latter is a GPTNeoX config reload issue." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python compatibility problems, but they are different versions and different failure mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to loading a local dataset in an example script." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both involve memory pressure, but on different models with different root causes; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top-k pipeline nesting behavior and Flash Attention 2 support for XLMRoberta are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config validation, but one is about optional post_init in patchtsmixer and the other about granite_speech loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse and incorrect visual encoder keys in save_pretrained are different problems." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different API paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure from a stale GraniteSpeech device-override test is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to the missing import_utils helper." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and dataset loading in an image-classification example are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-bound XLNet positional encoding and bare except swallowing errors in FuyuBatchFeature are different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal prompting, but assistant mask generation and video vision_position_ids are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification outputs and local dataset loading failure in a different example script are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and the TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings not affecting certain embeddings 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": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:45276|issue:45584", + "issue:45632|issue:46421", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:44246|issue:45003", + "issue:44186|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:43650|issue:44220", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:36246|issue:38617", + "issue:27957|issue:35141", + "issue:45563|issue:45584", + "issue:43479|issue:45375", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "7b831980d7f1c77b22660e320f1fa388580145191481eb0e517029e1219e7546", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related by Transformers/modeling regressions, but the soft pairs span distinct bugs: import/export issues, config validation, generation/cache behavior, model-specific loading failures, and flash-attention edge cases. None of the candidate pairs look like true duplicates or the same mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous and the soft links are mostly broad topical similarity rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global duplicate representative because there is no single shared code-path problem across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: resize_token_embeddings regression vs Whisper empty-transcription generation path." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Both touch cache-related areas, but one is a trust_remote_code cache-path collision and the other is chunked-prefill recompilation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules with different underlying fixes." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config validation bugs: head_dim rejection vs rope-parameter conversion TypeError." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different bugs: tied weights on Mistral3 vs save_pretrained checkpoint correctness on Qwen3.5." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: category-count limit error vs Whisper generation empty-output failure." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both involve import-time behavior, but one is slowness and the other is unsafe sys.modules access." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash and serve KV-cache tensor-indexing crash are different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: missing image_utils export vs Qwen3.5-35B chat crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same subsystem (flex_attention) but not the same bug: torch>=2.9 compiled failure vs incorrect version check for AuxRequest import." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but chunked_prefill cache-mixin regression and max_cache_length being ignored are distinct issues." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different breakages: model loading for Phi-4 multimodal vs stale auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading problems, but trust_remote_code field loss is not the same as missing model_type unrecognized-model failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No relation: a placeholder issue title vs an audio feature-extraction bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load-time failures; not the same underlying regression." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for unrelated missing exports in different modules." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: Flash Attention 2 support for XLM-Roberta vs output embedding reinitialization after resizing embeddings." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Generation issues, but stale warning handling and empty transcription failure are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but one is default-init-on-None and the other is a missing field dropped by strict serialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding_window behavior vs auto_mappings CI breakage." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family only at a high level; dequantized save failure and FlashAttention failure are different concrete bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve token embedding/processor behavior, but one is processor.tokenizer regression and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated: image-processor label reduction bug vs outdated pipeline docs behavior mismatch." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention related, but they fail in different places and with different root causes." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different load/config error vs image-processor torchvision dependency regression." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Completely unrelated: pipeline image-processor lookup vs notebook syntax error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46209", + "issue:46234", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43388|issue:43688", + "issue:44016|issue:44220", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:45372|issue:46234", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:43824|issue:44933", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44779|issue:45812" + ], + "prepared_review_unit_hash": "c17a0cc281a9aeccc3b4e8ad5ce547a91c5cfb3619922a4a7da471bc06d9ff2b", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated issues (tokenizers, import errors, model loading, pipelines, docs, training/runtime regressions). The soft links are mostly superficial keyword overlap, not duplicate bugs or the same change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue here: it is a broad, high-impact regression report with substantial discussion and inbound references, so it is the strongest single issue to anchor the set even though the cluster is not truly duplicative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: missing TensorFlow in the '[torch]' extra vs a generic dependency issue with transformers. No shared code path." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading failure and the other is save_pretrained checkpoint corruption. Distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked_prefill failure and ANSI code emission in loading_report are unrelated subsystems." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing janus image-generation test and cache max length behavior are not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary loss omission." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unrecognized model/config import failure; different areas and fixes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops label elements, while the other is auxiliary-loss normalization. Not the same defect." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Tokenizer embedding resize bug and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is model config recognition/import, the other is AutoModelForCausalLM.from_config unwrapping composite Qwen configs. Related family, different bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a warning about tie_word_embeddings are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma processor loading import failure and a missing import_utils helper for Falcon availability are separate import issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained correctness are different regressions." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation for head_dim and Qwen3.5 kernel registration/decorator crash are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder/garbage issue title and FP8 inference on B200 are clearly unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation crash and Gemma processor import failure do not share the same code path." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load balancing loss when router logits are off is distinct from Gemma 4 mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT version bump to an unreleased release; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated model/runtime problems." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2_5_VL import failure and a nonexistent import from image_utils are different missing-symbol issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5/3.6 loading failure and incorrect visual-encoder keys on save_pretrained are different regressions." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression for custom model code vs Deepseek tokenizer output regression; same broad theme, different concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline using image processors and broad remote_code breakage are too different to be duplicates." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import is a specific symbol issue; the other is a broad upgrade causing many import errors." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs stale behavior are separate documentation problems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Gemma4 PLE device mismatch are different defects." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite token-ID regression are separate tokenizer bugs, not one shared code-path 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": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:33290", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46123", + "issue:46132", + "issue:46369" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43976|issue:44279", + "issue:44297|issue:44462", + "issue:43479|issue:43525", + "issue:43976|issue:44987", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:43650|issue:46132", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:44521|issue:45325", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:46123|issue:46369", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:44297|issue:45397", + "issue:43525|issue:43881" + ], + "prepared_review_unit_hash": "014111c5f621935d718a5e445bf0b7537b62e7a3a3ad868c49080358570e7a0f", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36172, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A loose cluster of mostly unrelated closed issues, with a recurring theme of Transformers v5 regression reports around tokenizer/model loading. None of the soft pairs look like true duplicates or the same concrete fix target.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in the set, making it the best umbrella representative for the cluster\u2019s repeated v5 loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 has the clearest general wording and spans the common failure mode seen across several nearby reports, so it is the most suitable anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and failures: flex_attention/torch compatibility vs TensorBoard/TensorFlow backend setup." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated problems: Python version compatibility vs a PEFT minimum-version bump." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and different loading breakages." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A platform/version issue versus a vague dependency report; no shared concrete bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is bad save_pretrained metadata while the other is AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs in different model families; no shared code-path failure." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "General Python/packaging compatibility vs one specific model load failure." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs dependency issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs repo listing revision forwarding; different APIs and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch weights/embeddings, but one is generic serialization inconsistency and the other is Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No substantive overlap beyond generic code-quality wording." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention model load failure vs OCR long-input index error; different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Gemma4 Zero3 from_pretrained behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor saving bug vs performance regression in filtering data; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask generation vs Qwen2.5-VL rope/temporal \u0564\u056b\u0580ology bug; not the same change." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs D-FINE denoising/aux-loss behavior; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading/offload failure; opposite directions and different bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "CI reference cleanup vs dummy class cleanup; both maintenance issues, but not the same artifact." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed adafactor OOM and double-step behavior are not the same concrete bug." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-finalization bug vs model memory overflow; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a config epsilon issue and the other is torch.split return handling." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError vs D-FINE training-loss behavior; no overlap." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model regressions: CamemBERT masked-LM output vs DeepSeek tokenizer correctness." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are entirely unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch vs model/pipeline output regression; not a duplicate." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention backends and different failures; too broad to merge." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading-related, but one is a general AutoTokenizer v5 issue and the other is an ESM2-specific breakage." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization metadata bug vs Gemma4 Zero3 loading bug; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs GLM-4V loading failure; different model families and 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": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44016|issue:44291", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:16998|issue:22355", + "issue:43673|issue:43761", + "issue:44295|issue:45397", + "issue:43262|issue:44521", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:44246|issue:44496", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:44734|issue:46424", + "issue:36246|issue:44351", + "issue:43976|issue:44964", + "issue:44336|issue:46424", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:42886|issue:46132", + "issue:44242|issue:44857", + "issue:46291|issue:46399" + ], + "prepared_review_unit_hash": "427b05d55326b63f0a7668680c7e661d293fc43ba1631377d370d4cada86742b", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only superficial keywords (imports, caches, models, or docs) but not the same underlying bug/change. I would reject all duplicate links.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical target here; the items span unrelated bugs across import errors, model loading, cache behavior, docs, and performance.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for consolidation. The cluster does not form one coherent duplicate set, so picking a representative would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline argument vs intermittent import slowness; unrelated problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config/attribute issues, but different code paths and causes (`pad_token_id` missing vs remote-code config field loss)." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` argument error are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: missing Float8 storage vs Qwen3.5 chat crash." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import symbol error and Python-version compatibility issue are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI output formatting are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import `NameError` and TensorFlow backend detection are different dependency issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question vs missing `transformers.onnx` module; not duplicates." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked prefill cache handling and the other is CLIP hidden-states output." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "`position_ids` buffer access error and Gemma-4 ZeRO3 loading failure are distinct." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch multimodal chat templates, but one is sampling-rate defaulting and the other is assistant-mask generation." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI logging artifact vs docstring wording; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash with future annotations and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are different model-specific training bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance issue vs model-type config error; no shared root cause." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen/moe regressions, but different versions, models, and failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma EOS-token inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI output bug and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing export and Python-version support problem are not duplicates." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup and audio fbank extraction are different modality bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols with different root causes." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Serving KV-cache continuation bug and cache-length config behavior are different cache issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`)." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python compatibility note and a specific multimodal model-loading failure are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI formatting issue and cache config semantics are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "`position_ids` buffer error and Chinese report of slowdown after upgrade are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 attribute error and SAM litetext memory overflow are different problems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior change are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different loss computation bugs in different models." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels dependency/version requirement and Qwen3.5 kernel decorator registration failure are distinct 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": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44246", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46431" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:45081|issue:45362", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:45685|issue:46431", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44483|issue:46202" + ], + "prepared_review_unit_hash": "413370486a58a8a1ee5b794144c0cd7c2fc57f284380e5603195a8928969f084", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster here: the soft-linked pairs mostly share broad subsystems (Qwen, DeepSpeed, generation, tokenizers) but point to different failure modes, models, or code paths. I would not merge any of the candidate pairs.", + "confidence": 0.9, + "canonical_issue_reason": "If a representative issue is needed, issue:44479 is the broadest recent user-facing regression here, spanning multiple related Qwen multimodal variants and describing a concrete broken code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best single representative because it is a clear, high-impact regression with a specific reproduction and wider surface area than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both are v5 regressions, but one is DeepSeek tokenization output corruption and the other is resize_token_embeddings not updating output embeddings; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral regex patch crash and Qwen3.5 chat failure are unrelated model/path failures." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5, but one is CPU offload rotary embedding compatibility and the other is a missing decorator for kernel registration; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache handling in chunked prefill and removal of is_torch_fx_available affecting trust_remote_code are separate regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is an unsupported-model error for FA2; the other is a generic Flash Attention 2.0 topic with no matching failure mode." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug and sys.modules access bug do not share the same code path." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is distinct from modeling_utils sys.modules misuse." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion during load and the other is a ZeRO3 deque underflow; different concrete problems." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output embeddings mismatch is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and slow import behavior are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release on delete and a final-batch mask generation bug are different subsystems and failures." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "trust_remote_code breakage from a removed helper is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict-config field dropping and from_config not unwrapping text_config are both Qwen multimodal, but they are different config-handling bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are strict-config related, but they affect different configs and different missing-field behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale warning in paged generate are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a specific model and protobuf decode-error masking are different error paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and optimizer step being called twice under DeepSpeed are separate bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern weights/embedding serialization, but one is inconsistent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; not the same code path." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MoE MPS histogram support and missing chat template errors are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type-id defaults are different model behaviors." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque pop underflow and auto_mappings.py referencing removed configs are not the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-input failures, but they hit different models and different internal objects/code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen multimodal video regression and a Windows/ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug and ESM2 model breakage are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request handling and Gemma pipeline roundtrip tokenization are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:45003|issue:45561", + "issue:44060|issue:44077", + "issue:42886|issue:45229", + "issue:44297|issue:44623", + "issue:45584|issue:46170", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44188|issue:46202", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "d0ab7766f6b2c57dc78c412d5c2fca7f443f89147f6712c27118c743fc44a743", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, mostly unrelated collection of Transformers bug reports with no convincing duplicate issue/PR pair. The best representative issue is a broad v5 regression ticket rather than a model-specific edge case.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: Transformers 5.0 breaking custom model initialization. It is more central and representative than the narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it describes a core, user-facing compatibility break in v5 and overlaps conceptually with several other regression-style reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a config warning during LoRA fine-tuning and the other is a flash-attention generation failure. Different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type mismatch warning. Not the same code path." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different areas: GLM MoE stale cache on second forward vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 tied-weights warning is unrelated to a paged generate() stale warning for num_return_sequences." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of one issue versus a Gemma tokenizer roundtrip failure. No shared underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm torch.distributed import dependency problem." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache returning a shape-(1,) tensor and LlamaConfig head_dim validation are distinct API/validation issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are different model-loading problems." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warnings and patchtsmixer post_init policy are unrelated changes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading failure is not the same as a Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files. Different defects." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/AMD ROCm torch.distributed import error." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a transformers upgrade slowdown are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step() twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A performance regression after upgrade does not match a double optimizer-step bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and slower filtering after upgrade are different issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crashing on a trailing replacement character is unrelated to a Kimi tokenizer codec regression." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A generic custom-model initialization regression is not the same as an ESM2-specific breakage report." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus Gemma-4 ZeRO3 from_pretrained failure; no shared underlying issue." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "A torch.compile attention-kernel branching bug is unrelated to a Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different areas and different symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure in v5." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 VisionEncoderOutput missing fpn_position_embeddings and Qwen2.5-VL video vision_position_ids are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 output attributes and trust_remote_code missing fields are distinct model-loading problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel missing PyTorch is an environment import error, not a loading hang." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to old InternVL2 remote-code checkpoints breaking under v5 meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a nonexistent import from image_utils are related only at a broad import-error level, 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": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43525", + "issue:43673", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399", + "issue:46421" + ], + "soft_pairs": [ + "issue:43232|issue:43673", + "issue:44188|issue:46421", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:45406|issue:46202", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43065|issue:46123" + ], + "prepared_review_unit_hash": "09441b868f0b7b5d8b02bd9196e3e9acf16955adb29ffd17486bc8d8491c59af", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one coherent duplicate cluster. The only strong duplicates are two exact-title pairs: Qwen3ForCausalLM VRAM leak and Qwen3.5 MoE from_pretrained error.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but they describe different code paths and failures." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel branching on torch.compile is a different bug from lazy cache init causing recompilation." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing vision config field and the other is only a generic from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id are unrelated failure modes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a generic load error and the other is a specific config-field omission." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/registration crashes, but they involve different symbols and different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both crash with AttributeError, but in different modules and unrelated logic." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "These are unrelated: Phi-4 multimodal loading vs a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but for different missing names and likely different causes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma-related, but one is a processor attribute crash and the other is a tokenizer roundtrip issue." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained are different concrete bugs." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and an import error for a different model class are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline behavior, but one is attention masking and the other is final-batch result dropping." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5/VL-Moe regression than the generic from_pretrained error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different exported classes and different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same bug as FP8 MoE save_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue and dummy-class cleanup issue are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race and removed dummy Sam3LiteText configs are different issues." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docstring/API behavior mismatch is unrelated to the xdist file race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache sync bug and janus image-generation test failure are different problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support and missing load-balancing loss are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are separate tokenizer bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval and a ZeRO3 deque error are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading stall and embedding reinit on resize are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is not the same as the Qwen3.5 MoE load error." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and Adafactor OOM are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d cleanup and final partial-batch dropping are unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The summary correctly distinguishes the two exact-title duplicate pairs from the rest of the heterogeneous set, and the soft-edge rejections do not overclaim 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": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43475", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231", + "issue:46305", + "issue:46326" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43784|issue:43824", + "issue:44016|issue:46231", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:43723|issue:46326", + "issue:42898|issue:44448", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43479|issue:44869", + "issue:43475|issue:46305", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "6e64490b4c67ef0bb15810eec7584088c26690af0d28b5f466693831679b9a0b", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformer issues (model-specific regressions, tokenizer bugs, packaging/import errors, docs, and optimizer/training problems). None of the soft-similarity pairs looks like the same underlying defect or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and symptoms: VitPose model breakage vs Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failures; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenization in v5, but one is AutoTokenizer loading and the other is missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in unrelated modules." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and doc parameter-name mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different model families and different tokenization behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading paths: missing image-patch method vs remote-code meta-initialization incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto-docstring annotation crash are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different checkpoints and different codec/cleanup behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position-ids buffer access error is unrelated to deepspeed causing optimizer step to run twice." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling bug vs documentation typo; not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer bugs affecting different APIs and models." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v4/v5 behavior changes, but one is a tokenizer cleanup issue and the other is a Pegasus output regression." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs nonexistent import in image_utils; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Version pinning to unreleased PEFT and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed optimizer double-step behavior." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python compatibility breakage and missing import from image_utils are different problems." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent import and leftover dummy classes do not share the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but for different object types and different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta flash-attention support and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow handling and Llama 3.2 vision model loading are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface registration behavior are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor save_pretrained missing files are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated internals." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config serialization bug and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute error and MoonshineStreaming off-by-one mask bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different modules and different missing symbols." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46402", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:44734|issue:46421", + "issue:44222|issue:44484", + "issue:43873|issue:44945", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:44373|issue:44485", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44483|issue:45406", + "issue:43479|issue:43644", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:22355|issue:28282", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "9aee9fdeff9a30769deed6fdc190976b8de8dd4d68ee873075150321cf47d664", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A heterogeneous cluster of mostly unrelated Transformers issues: loading/import errors, generation/cache regressions, model-specific config bugs, quantization/save_pretrained problems, and a few docs/title-only items. I don\u2019t see a true duplicate pair among the provided soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the strongest canonical representative: it is open, has the most discussion/inbound references, and covers a broad, active regression area around quantized/offloaded model behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is also the best overall issue candidate because it is still open, seems higher-impact, and is more central than the narrower model-specific bugs in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different problems: one is a v5.4 type-checking regression in PretrainedConfig, the other is LlamaConfig validation for explicit head_dim. Same version theme, not the same code-path bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the symptoms and targets differ: tokenizer loading in v5 versus Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention position/mask-like logic, but one is a Qwen2.5-VL video position_ids issue and the other is a MoonshineStreaming sliding-window off-by-one bug in a different subsystem." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "One is a feature-extractor argument regression; the other is an auto_docstring crash with future annotations. No shared concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is about sync_gpus and updating model kwargs during generation, while the other is cache length handling for quantized cache only." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "Unrelated: FP8 inference on B200 versus a processor missing a chat template. No common underlying defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Both are save/load-ish complaints, but one is about reading registered position_ids buffers and the other is processor.save_pretrained missing files. Different code paths." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Different runtime failures in serving/cache handling: KV-cache continuation tensor indexing versus cache lazy initialization causing recompilation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for moe is not the same as asking why max_shard_size defaults to 50GB in save_pretrained." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both are broad runtime issues, but one is quantized offloading and the other is wrong output under pipeline parallelism. Not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different model/code paths: a torch.split return-values issue in GlmMoeDsaIndexer versus meta-initialization incompatibility for old InternVL2 remote-code checkpoints." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: generation kwargs after sync_gpus versus Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a functional model behavior issue." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are both config/load issues, but they are different concrete bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection in v5.3 is unrelated to Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug is not the same as v5.0 non-persistent buffers being filled with junk." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer, but the reported defects differ: torch.split return handling versus a missing ReLU. Similar component, not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs versus SIGLIP2 zero probabilities. Different models and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save_pretrained after quantization, but one is dequantized Ministrals/Devstrals failing to save and the other is sinq quantization breaking round-trip load. Not enough to treat as the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen/vision model persistence, but one is old InternVL2 meta init compatibility and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0 is unrelated to MoonshineStreaming sliding-window off-by-one masking." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different quantization-related regressions: FineGrainedFP8 accuracy versus Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision issue from missing rms_norm_eps is unrelated to InternVL2 meta initialization compatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FA3 degenerate training in sequence classification is not the same as NaNs in classification heads upon checkout/init." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "One is a missing transformers.onnx module import, the other is missing PyTorch for AutoModel. Both are import errors, but distinct dependency/module issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are quantization/model regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3-VL-Moe bug in v5.0. Different concrete problems." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model type warning and Sam3Model text encoder weights not loading are related to the same family, but the reported failure modes differ enough to avoid merging as duplicates." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A functional torch.split/indexer bug and a wrong docstring are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44442", + "issue:44568", + "issue:44704", + "issue:44913", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46369" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:43761|issue:46082", + "issue:39401|issue:44568", + "issue:22355|issue:27957", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:44368|issue:46305", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43723|issue:44442", + "issue:43232|issue:45593", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297" + ], + "prepared_review_unit_hash": "cfd04731ccafff4581972bc8ab153866dc6b2d41025db321812c2cf4f40f36be", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35363, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose collection of unrelated Transformers regressions and model-specific bugs; the soft pairs do not look like true duplicates of the same concrete defect.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring post-upgrade import-breakage theme, so it is the best single issue anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable and general user report here, summarizing a wider class of import failures after the 4.57.0\u21925.5.0 upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different root causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config handling, but one is multimodal config initialization and the other is a rotary_pct reload regression." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different bugs: CLIP hidden_states forwarding vs a LlamaConfig validation problem." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated issues: missing onnx module import vs XLM-Roberta Flash Attention 2 behavior." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different failures in different pipelines/models; not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub import problem; the other is a broader Transformers upgrade regression." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder type are distinct tokenizer problems." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different symptoms and targets: Flash Attention support vs Sentence Transformers loading hangs." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention sam3 models, but the failures differ: type mismatch warning vs memory overflow." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tied-embeddings warning is not the same as an off-by-one sliding window masking bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a bufferized position_ids and tokenizer_class metadata mismatch are different issues." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as AttentionInterface.register behavior changes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and an import-time NameError are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warnings and torch.split return values are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping assumptions and AutoProcessor kwargs forwarding are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "One is a loading hang, the other a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "The second is a specific tokenizer load failure; not enough evidence it shares the same root cause as the broader v5 AutoTokenizer regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failures and pipeline-parallel output errors are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config issue in MLA is unrelated to a docstring typo." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a single missing class export and the other is a broad upgrade regression report." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and GenerationConfig validation are different issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template tool-call crashes do not share the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving and loading Phi-4 multimodal are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "An import-time NameError in sentence-transformers differs from stale auto_mappings references." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe support issues and tokenizer save metadata 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": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43611", + "issue:43756", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:45200", + "issue:45216", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:43756|issue:44060", + "issue:43122|issue:44514", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43122|issue:44521", + "issue:44279|issue:46328", + "issue:39401|issue:44488", + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:22355|issue:28218", + "issue:43122|issue:46326", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:42831|issue:44297", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "86fcbcca7e1f04f0fbe8423f3567349859e623177fd9636361a3e20eec25ef13", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the soft-similarity matches are based on broad topic overlap (especially tokenization/model-loading wording) rather than the same concrete bug. None of the candidate pairs looks safe to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the broadest, most representative tokenizer-regression report here, but it is still too different from the other items to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: classification example output vs Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated code paths: DSA/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different failure modes and subsystems; no shared concrete bug path." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "One is config propagation, the other is a training instability with flash_attention_3." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute crash." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific issues: RoPE layer drop vs tied-weights warning." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization-related APIs, but the concrete bugs differ: version regression vs batched chat-template crash." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Same broad tokenizer-regression theme, but different model/tokenizer and failure mode; too weak to treat as the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different Qwen/VL-Moe issue vs FP8 save_pretrained issue." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models is not the same as gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization regression vs multimodal assistant mask generation are distinct bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency concern vs a performance bug in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping for Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports/symbols; these are not the same export bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offsets and assistant mask generation are separate code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and save/load, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module import error vs added-token spacing behavior; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both touch tokenization, but one is a version-wide regression and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different tokenizer/import problems with no shared concrete fix." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs multi-label classification example issue are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the decoder-type issue and Deepseek incorrect tokenization are distinct bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight loading vs AutoProcessor kwargs propagation are separate issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python execution errors vs documentation parameter mismatch are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading issue is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy problems and tokenizer_config mismatch are different categories." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs missing image-patch helper method are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure do not share a concrete code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family wording, but different loading failures and not plausibly one merged 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": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46298" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:43493|issue:45753", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:38617|issue:45278", + "issue:43937|issue:45563", + "issue:42175|issue:44938", + "issue:44625|issue:46002", + "issue:39401|issue:44779", + "issue:43381|issue:44945", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43064|issue:43673", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42673|issue:45072", + "issue:44829|issue:45216" + ], + "prepared_review_unit_hash": "941a068da0ef0fb737d921acf33a7f063cde4b258de5e93efcaa8c5cbd1cd9ed", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains many unrelated issues across tokenization, model loading, training, generation, attention backends, and docs. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the issues are heterogeneous and do not center on one shared bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative; any pick would be arbitrary because the reports cover unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and train/evaluate lifecycle failure are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python/package-version incompatibility is unrelated to a flex_attention import version check." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and pipeline() translation messaging are separate issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "One is incorrect save_pretrained visual keys; the other is a from_pretrained load error for Qwen3.5 MoE." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and different failure modes; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output and SigLIP2 discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper behavior issue is unrelated to a flex_attention import check." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx import failure and a LayoutLMv3 error-message issue are not the same code path." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both mention tokenizers, but one is loading regression and the other is offset_mapping correctness." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing symbol import and a broad upgrade-related import breakage are not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging and Python 3.14 load failure are different installation/runtime problems." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for Qwen3.5 and NaNs in classification heads are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions in different models; not a single underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Token mapping None-handling and flash_attention sink-less crash are different modules and failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but they target different models and distinct code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version guard in flex_attention." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and AutoProcessor missing-torchvision crash are separate video-loading issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and chunked-prefill cache absence are unrelated training vs generation bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight is not the same as NaNs in classification heads." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "A bad GenerationConfig and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unreleased PEFT version bump and a PyTorch version check bug do not share the same root cause." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next and Qwen3.5 MoE from_pretrained errors are distinct model-specific bugs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression and noisy logging are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but the root causes differ: mapping None vs Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded generation and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention_3 training degeneration and incorrect Qwen3.5 checkpoint saving are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42222|issue:46178", + "issue:44291|issue:45071", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44117|issue:46328", + "issue:44964|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:44188|issue:46328", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44913|issue:46328", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:42673|issue:44977" + ], + "prepared_review_unit_hash": "4470224f6d47da3236a08985a3b4ba47d8904ed6719e403bbf57d94d32b76c9c", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet contains at least two separate duplicate themes, not just one: (1) the Qwen3.5 chat/completions streaming failure (issue:44483 \u2194 issue:45464) and (2) the exact-title Qwen3.5 MoE from_pretrained error (issue:45310 \u2194 issue:45478). Most other pairs are clearly different bugs and should remain split.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45464 is the strongest single issue to anchor on because it has the richest reproduction and best explains the Qwen3.5 chat/completions streaming failure; issue:44483 is its shorter duplicate. The packet also contains a separate exact-duplicate pair (issue:45310/issue:45478) for a different Qwen3.5 MoE from_pretrained bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45464 is the best overall issue candidate because it is the most detailed report in the packet and is a clear representative of one concrete duplicate topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different problems: vitpose model breakage vs TensorFlow Text backend mapping error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths and symptoms." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures on unrelated model families." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update behavior; related area, different defect." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading vs a documentation parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error and unrecognized model/config error are different loading paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but the reported failures are different." + }, + { + "left": "issue:44117", + "right": "issue:46328", + "accept": false, + "reason": "Tokenizer mapping None handling vs SequenceFeatureExtractor.pad performance; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal loading failure vs broad import errors after upgrade; too different in code path and symptom." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen/GLM model issues with no shared underlying bug evidence." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored vs DeepSpeed double optimizer step; distinct optimizer bugs." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage vs TensorFlow backend installation/availability issue." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API behavior warning vs missing rms_norm_eps in MLA q_a_layernorm; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs feature-extractor padding inefficiency." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": true, + "reason": "Same Qwen3.5 chat/completions streaming failure on the same API surface; 45464 is the more detailed report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs fbank feature extraction issue; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time float32 warning vs BLIP2 dtype not propagating; both dtype-related but different defects." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package/backend installation problem vs model breakage; no shared underlying bug." + }, + { + "left": "issue:44913", + "right": "issue:46328", + "accept": false, + "reason": "Config round-trip regression vs padding performance issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config field and unexpected position-id keys are different migration regressions." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs config type-checking breakage; separate v5 regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in a DSA indexer vs GLM-5 RoPE implementation; not the same code path." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in a processor vs MLA layernorm epsilon/config precision issue." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking regression vs TensorFlow backend installation/availability error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support requests for different models; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GLM-MoE indexer split behavior vs deepseek-v4 tensor conversion issue; different models and failures." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer activation-function discussion vs deepseek-v4 tensor conversion issue; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs Qwen3.5 flash-attention generation failure; different symptoms and code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained error; these are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary misses an obvious duplicate pair in the packet\u2014issue:45310 and issue:45478 have the same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so the claim that only the Qwen3.5 chat/completions streaming reports are the plausible duplicate topic is not grounded. Because the duplicate set is incomplete, the canonical/soft-edge conclusions are too aggressive overall." + }, + "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": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45200", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:43441|issue:44829", + "issue:42673|issue:43906", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:43673|issue:46328", + "issue:43976|issue:44945", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:42673|issue:45200", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341" + ], + "prepared_review_unit_hash": "d105b9e96dc6e531f0231516704b741027d8af31c367a42027cf59defd241df0", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35683, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous issue cluster rather than a true duplicate set. The items span unrelated regressions, import errors, model-loading failures, training bugs, and documentation/test issues; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43097 is the best single anchor only because it is a concrete v5 regression with some inbound references, but the overall set is too mixed to treat as a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the most reasonable issue to inspect first if one must pick a representative, but it should not be used to merge the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different failures: one is a Ministral-3 FlashAttention load issue, the other is flash-attention-3 training degeneration in sequence classification." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs an isolated reproduction of another issue; no shared concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are unrelated issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL variants, but one is a weight-shape mismatch and the other is a different Qwen3-VL-Moe failure." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer creation bug vs PreTrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "v5 removal of tie_embeddings helper is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import error from image_utils vs a documentation parameter-name mismatch." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model/torchvision crash and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM issues: missing image-patch helper vs torch.split return-value handling." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression vs a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure and incorrect pipeline-parallel output are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model bugs with different symptoms and code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removal of tie_embeddings helper is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "v5 API removal and quantized save/load breakage are different problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are distinct loading bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing Qwen3Next projections and a missing config field in Qwen3_5MoeVisionConfig are different model/config issues." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed and a noisy logging message are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and different missing components." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B vs missing projections in qwen3next; unrelated root causes." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak under multithreaded loading and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer mapping None handling are different tokenizer-loading failures." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different migration points." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A tiny testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated regression in a v5 helper removal vs quantization/offloading behavior." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision issue and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal and a testing-utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:45753|issue:46369", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:45341|issue:45588", + "issue:43986|issue:45341", + "issue:45341|issue:45561", + "issue:43986|issue:45290", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:44936|issue:46365", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44938|issue:46178", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:45600|issue:46298", + "issue:42757|issue:43824", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "bb8c34cb300905e70eb5c4a8f920cea3914f04fed80391f9e2257e1a37b2f288", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bug reports, and none of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents. No PRs are present.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43986 is the closest representative anchor because it is a concrete, user-facing load-time/import failure and sits near several other processor/loading-related reports, even though the cluster is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best single representative if one must be chosen: it has the clearest standalone repro and the broadest overlap with nearby loading/import failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: cached_file kwargs vs docstring parsing under annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Both are loading failures, but different bugs and different failing assumptions." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: infinite loop vs memory overflow." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: script execution failure vs a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve processor loading, but different missing imports and model paths." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug and flash-attention crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision crash does not match a testing_utils fix." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A test helper bug and xdist file race are different issues." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading crash vs chat template crash; different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different areas: missing encoder weights vs shard-size behavior in save_pretrained." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Too little evidence they share the same tokenizer bug." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation state bug is not the same as an import conflict." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning noise vs torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup and noisy logging do not share the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but about different models and causes." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving pipelines are different code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Chat-completions messaging bug is unrelated to pipeline serialization." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model saving bug and image-loop bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API and noisy logging are different problems." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is not the same as missing backend mapping." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and batch-finalization bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different directions and failure conditions." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions endpoint rejection and chat-template batching crash differ." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bf16 compile warning are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning and torch>=2.9 flex_attention failure are different bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different model families and different preprocessing/training issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a symbol and unwanted API requests are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and noisy logging are separate issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Importing different missing symbols is not enough to merge these." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling backend bug and cache lazy-init recompilation are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44242", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44871", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45584", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132", + "issue:46172", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44871|issue:46365", + "issue:43867|issue:45216", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:42175|issue:46365", + "issue:44380|issue:46132", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43992|issue:45310", + "issue:43352|issue:43976", + "issue:44075|issue:46365", + "issue:43352|issue:45478", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "ac4b858b6a94c17f5fcb8509127fb6c0c2cf573a23f65fe130024a99ae0a3614", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37151, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of Transformers v5-era regressions and API breakages (imports, model loading/saving, config fields, attention/output regressions). The soft pairs mostly share only a broad subsystem, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45698 is the broadest and most active open save/load regression in the set, with substantial discussion and references, so it is the best representative issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest single issue to anchor the cluster because it is actively discussed, user-facing, and sits in the central save_pretrained/from_pretrained failure mode that appears repeatedly across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs: wrong custom module reloading after save_pretrained vs a dtype/transpose issue in deepseek-v4 code." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but one is a general v5 loading regression while the other is fp8 inference support; not the same concrete failure." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different API surfaces and failures: /v1/chat/completions request rejection vs apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated regressions: distributed optimizer state corruption vs GPT2 attention scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but for different models and failure modes; too broad to be duplicates." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in unrelated model families: Gemma3 vocab_size vs SAM3 fpn_position_embeddings." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failing on B200 hardware." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline save_pretrained; different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions in CLIPOutput and the other hidden_states in CLIPVisionModel.forward." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family but different behavior: token embedding resize vs causal mask construction." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different dependencies." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are distinct issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and pipeline save_pretrained are different bugs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to a Trainer import conflict caused by datasets." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import resolution are unrelated failures." + }, + { + "left": "issue:44871", + "right": "issue:46365", + "accept": false, + "reason": "Gemma4 eos_token_id inconsistency is unrelated to importing Trainer from transformers." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/load-save regressions, but one is state_dict ordering during load and the other is incorrect saved Qwen3.5 checkpoints." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 attention masking are different model-config regressions." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config/attention problems: Gemma4 bidirectional masks vs LlamaConfig head_dim validation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Same class of symptom but different missing config fields on different models; not enough to merge as one bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and Trainer import conflicts are separate dependency/setup issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling in GPT2 is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 missing vocab_size and MoE load-balancing loss behavior are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading attribute errors with different models and configs." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a loading regression and the other is an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens weight in UMT5Encoder is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support and Python version compatibility are unrelated regressions." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen/Nemotron space only superficially; one is Nemotron FA2 support, the other Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/compile-related, but one is compiled Python file handling and the other is a torch.jit parsing issue on Python 3.13." + } + ] + }, + "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": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:43867|issue:46202", + "issue:43441|issue:44380", + "issue:43867|issue:45375", + "issue:36683|issue:44117", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43992|issue:45478", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44655|issue:44938", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43502|issue:44062", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "46edfb04f340d81f8852665538f235ade84b1ad88e5ce433748f80c082c86efb", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues spanning different models, versions, and subsystems. The only plausible duplicate is the import-time slowdown report: a generic \"import transformers takes long sometimes\" matches the more specific \"Remove import * usage from models\" performance complaint.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44246 is the broadest symptom-level report and best represents the import-time slowdown cluster; issue:41669 reads like a specific cause/remediation for that same slowdown.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best global issue candidate because it describes the user-facing problem more generally and can subsume the more specific fix-oriented report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: sorted state_dict load error vs Gemma pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention FlashAttention, but they target different model/backends and different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Unrelated config/load issues for different models and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Different root causes: missing Gemma3 config field vs tokenizer mapping returning None." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different FlashAttention compatibility issues affecting different models/code paths." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "One is attention scaling under SDPA/FlashAttention; the other is a classification loss bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to import-transformers slowness, and 41669 is a concrete explanation/fix for the same performance problem reported in 44246." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated test flakiness: missing set_seed vs pytest-xdist file race." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different problems entirely: distributed training optimizer-state bug vs cache-strategy typo." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they concern different models and missing pieces." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility complaints, but they refer to different Python versions and likely different causes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure from sorted state_dict is unrelated to Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Different tensor-parallel/OOM scenarios with different models and settings." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Training optimizer-state corruption is unrelated to pipeline save_pretrained behavior." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch backend vs tokenizer loading regression are different issues." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP API regressions affecting different outputs/classes." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving pipeline objects and Python 3.14 import failures are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures in different models/losses; no shared underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP output attribute regression and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken keyword collision are distinct bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "The DSA indexer ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues with different causes and files." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Set_seed flakiness is unrelated to broken auto_mappings references." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but for different missing symbols and likely different causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Tensor-parallel plan absence and from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and checkpoint reload slowdown after upgrade are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 CUDA memory/OOM regression is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing vision config field are different Qwen3.5 issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft edge, issue:41669 \u2194 issue:44246, is well supported by the titles as the same import-time slowdown problem with a more specific cause/fix description. The rest of the pairwise rejections stay appropriately cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43010|issue:44368", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:43299|issue:44556", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071" + ], + "prepared_review_unit_hash": "592d23efc47b95850e7fc00cd8face747c22733e64043f4eb305d454d927791f", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37502, + "estimated_input_tokens": 9376, + "estimated_eval_tokens": 19008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import/export regressions, model-loading failures, docs problems, FP8/tensor-parallel edge cases, and a few training/runtime bugs. I do not see any soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest representative of the repeated v5 import-regression theme, but the cluster as a whole is not a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 most usefully summarizes the broad cross-version import breakage pattern, even though it is not a true umbrella duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problem classes: no_grad decoration on cache updates vs many import errors after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained on moe are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Runtime hang during loading vs documentation confusion in model.forward." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API calls despite local_files_only is unrelated to an empty/placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad cache bug vs vague claim that v5 breaks many models." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue and missing image-patch helper are different model-specific bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Import/runtime errors on compiled files and pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are not the same concrete issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/model loading complaints, but they target different models and failure modes." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and tokenizer loading regression are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and a broken transformers env command may be related in theme, but not clearly the same bug from the titles alone." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env breakage and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no_grad bug vs deepspeed double optimizer-step bug are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage is not the same as missing Qwen2_5_VL export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in forward signatures and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title and Gemma-4 audio positional encoding bug are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration bug and Python version incompatibility are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different version-specific problems." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/moe related, but save_pretrained behavior and inference support are different concrete changes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and placeholder issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and a docs/behavior mismatch for TextClassificationPipeline are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application in model_init and FP8 inference on B200 are different problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorFlow backend detection issue are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3/VL moe and a DeepSeek weight-conversion question are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and missing _tp_plan for tensor parallelism are different code-path problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "2D bounding-box output issues and PretrainedConfig type checking 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": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:46143|issue:46144", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43673|issue:44492", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:42371|issue:44492", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492" + ], + "prepared_review_unit_hash": "bae824fd7be927ba43581a722c756950e13867cd1fe279cf1e8055b2527f616c", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38660, + "estimated_input_tokens": 9665, + "estimated_eval_tokens": 19586 + }, + "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 regression reports, model-specific import/config errors, and a few doc/test issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared post-v5 regression theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45850 is the best representative because it captures the general user-facing regression pattern and can conceptually subsume the narrower follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import timing problem vs unsafe sys.modules access; different failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring bug vs placeholder/noise issue; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL bbox hallucination vs Qwen3_5 infinite-loop report; different model and symptom." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command vs checkpoint reload incompatibility after upgrade; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4 config attribute error is a specific model bug, not the same as a broad v5-breakage umbrella." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance issue vs missing generation cache in chunked prefill; different code paths." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload regression vs meta-initialization incompatibility; separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token field regression is model-specific and not the same bug as a generic v5 breakage report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a concrete model/runtime bug, not the same underlying issue as the broad umbrella." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance complaint vs missing Qwen3_5 symbol; both import-related but not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker config warning vs Liger kernel application in model_init; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds vs scheduler kwargs passthrough; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs generic bug report placeholder; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report placeholder; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown vs lazy-loading malfunction; related area but not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "FlashAttention 2 unsupported on Nemotron vs Qwen3-VL bbox output issue; different model and failure." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs inverse_sqrt scheduler kwargs; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression vs Qwen3-VL bounding-box issue; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough vs scheduler kwargs handling; different components." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance issue vs missing HybridCache export; different import bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance issue vs a testing_utils bug; unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression complaints, but they are not the same concrete bug or code path." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination vs Qwen3.5 MoE from_pretrained error; different models and symptoms." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image-patch API break vs broad model-breakage report; not the same bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing `**kwargs` forwarding vs attention-interface usage; related RoFormer area but distinct fixes." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support issue vs missing Qwen3_5 import; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`post_init` policy question vs tied-weights attribute crash; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache bug vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs inverse_sqrt scheduler kwargs; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward doc confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy-loading malfunction; different problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report placeholder vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weights key crash; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API guidance vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs missing Qwen3_5 import; both import-related but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs cache-strategy typo; 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": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-454", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "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": "a56231be6fa3c108c6ba5520d20a79204dd985dca3e4d5e054f9fb1fb7e541d4", + "component_budget": { + "node_count": 454, + "item_count": 454, + "soft_pair_count": 1677, + "serialized_chars": 868383, + "estimated_input_tokens": 217096, + "estimated_eval_tokens": 434448 + }, + "budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 47, + "serialized_chars": 38703, + "estimated_input_tokens": 9676, + "estimated_eval_tokens": 19608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues, with a loose theme around v5 regressions/model loading/tokenizer behavior. No soft pair looks like the same concrete bug; the closest umbrella issue is the broad v5-breakage report.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \"v5 breaks models\" theme, but it is still too vague to be a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative of the loose regression cluster because it is the most general issue covering multiple v5-related breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs in different models: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but one is gating logic and the other is a tensor transpose/cast issue." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup vs a VRAM leak are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is distinct from a tokenizer/model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load slowness is not the same as documentation confusion about forward inputs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems affecting different components and models." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific implementation bugs; no shared concrete failure path." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and a weight-conversion question are different issues." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5-regression complaint vs a specific import error; not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp computation bug vs missing files on save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different code path than Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import failures, but for different symbols and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "FlashAttention support limitation is not the same as a missing module import." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug has nothing to do with the unrelated issue title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different failure modes." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak and an unrelated issue title are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing config attribute and tied-weight-key AttributeError are different bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError in configuration_utils." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad token field regression is unrelated to the tied-weight-key crash." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to the other issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance work and an unrelated issue title do not match." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor save_pretrained missing files are different topics." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Unrelated issue title versus a specific import error." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting after failure and checkpoint load speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug do not share the same code path." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained regression are distinct." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Model checkpoint load slowness and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are not the same issue." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo is unrelated to tokenizer regex warning spam." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value usage and loss-kwargs forwarding are separate defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding has no overlap with RoFormer attention interface behavior." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss and a config type-hint issue are not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and a typo in conversion code are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about whether a norm is RMSNorm is not the same as an incorrect type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value regression and ModernBERT norm_eps typing 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": "9930967f87af198253dc5486120ea2c4a0fabcbc5df9d028520671f4a0cac67f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests in different areas (token truncation, learning-rate scheduling, and Wav2Vec2 alignment), so the cluster appears to be a false-positive similarity group rather than a duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics and code paths: truncation strategy in tokenization vs. word time offsets in Wav2Vec2. No evidence they describe the same underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality; they target different subsystems and problems." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "One is about learning-rate scheduling, the other about extracting word offsets from Wav2Vec2. They are not the same issue or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "aad7b3b4fbe93527ae4da33e9525a864a016452ad00ca23f37585391ccff72d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is weakly related at best: one issue is a generic model-loading failure, one is a private-model authentication/error-message problem, and one is unrelated tokenization behavior. I would not merge any pair as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue #16618 is the broadest and most central of the three because it describes a general model-loading failure, whereas #15980 is specifically about private-model auth messaging and #13244 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative of the cluster only because it is the most general and likely to be the closest anchor for the model-loading side of the discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: TAPAS tokenization discrepancies vs. inability to load bert-base-uncased. No evidence they describe the same bug or fix path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading models, but #15980 is specifically about the error shown when accessing a private model while logged out, while #16618 is a generic load failure for a public model. These are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "2d2ae72c38c3571fdd57b8d816ca42a983438b9bebb64e357f1d6ee3a8632f83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different feature requests for different architectures/formats (Flash Attention 2 vs GGUF support), so they are not duplicates and should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these requests target different underlying capabilities and do not describe the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical representative of the other because they concern separate community contributions with different implementation goals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and different requested support types; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "bd884d112def90c7807fab2cf019c0a53ec6f015238ad69418ff2a4ccfa42d6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are loosely related to training startup problems, but they do not appear to describe the same underlying bug. Issue #26413 is a specific `resume_from_checkpoint` failure with a concrete `epoch_iterator` error, while #31501 is a broader report that FineWeb SLM training does not start without evidence it hits the same code path.", + "confidence": 0.84, + "canonical_issue_reason": "#26413 is the more specific and actionable report: it names the exact failure message and the checkpoint-resume path, making it a better anchor for deduping or tracing the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#26413 is the best single issue to keep as canonical because it is narrowly scoped and includes the exact error condition; #31501 is too generic to serve as a strong canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Do not merge: the first issue is a concrete `resume_from_checkpoint`/`epoch_iterator` bug, while the second only says FineWeb SLM training does not start and does not show the same error, stack trace, or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-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": "6c24066e4967d4779361031b17ac66e8ae8e873f621f22333b1aff6a3a567bb7", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a family of translation-request issues, but the concrete language targets differ, so most pairs are only template-similar, not true duplicates. The only clear duplicate sets are the identical generic placeholder issues and the identical Thai-title pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the best duplicate anchor because it sits in the largest exact-text placeholder subgroup and has near-identical matches to 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue representative for this cluster: it is concise, closed, and the closest match to multiple same-title duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language; only shares the translation-request template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder; template similarity only." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; same family, not duplicate." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language; only broad i18n similarity." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language; not the same change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific issue vs generic placeholder; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific issue vs generic placeholder; only template overlap." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is concrete; placeholder title is broader and not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content and language; no evidence of the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content and language; only superficial similarity." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; looks like a duplicate report." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Exact same placeholder translation-request issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder vs unrelated Thai-text issue; not the same report." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder vs unrelated Thai-text issue; not a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body; duplicate translation-request issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder issue and Thai-text issue do not describe the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder issue and Thai-text issue are different underlying reports." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different content; similarity is only at the broad i18n-template level." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different content; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title/body pattern; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the Turkish/Spanish/Romanian issues are clearly language-specific, while the three placeholder-titled issues and the two Thai-titled issues have very high similarity and are the only plausible duplicate sets. The verdicts are conservative overall. Minor note: describing the placeholder group as \u201cexact-text\u201d is a bit stronger than the evidence; \u201cnear-identical placeholder issues\u201d would be safer." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-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:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "af308df122363c1a8c8512a85d11d418ec1a007649ce5dae1924ca8b60894e04", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all distinct model-request issues clustered by broad topical similarity, not true duplicates. The soft links mostly reflect the common pattern of adding new model support in Transformers, but the requested models, modalities, and code paths differ too much to merge.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43671 is the most central hub in this cluster\u2019s similarity graph and the closest thing to a representative request, but it still describes a specific Qwen3-TTS addition rather than an umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best single representative of the cluster by connectivity, but the cluster is too heterogeneous to treat it as a duplicate canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-add requests, but EuroBert config support and DEIMv2 are different models and likely different integration paths." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS; different modality and implementation surface." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are separate model additions with no indication of the same underlying fix." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision model requests, not the same code-path problem." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity transformer support are unrelated changes despite both being model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different functionality." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection support and Qwen3-TTS support do not share the same concrete bug or mergeable change." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated additions with different model architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and circuit-sparsity transformer support are different requests, not one fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are separate model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model requests; the similarity is only at the broad 'add model' level." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are still separate model integrations, not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model families and implementation paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer support are unrelated additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests; broad family resemblance is not enough." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different modalities and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support do not appear to fix the same issue." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; the RoPE BERT-like issue is a broader architectural proposal, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A BERT-like RoPE architecture request is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they target different models and likely different code paths, so they should not be merged." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are both speech-related, but they are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and model stacks." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and a weight-sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are separate model support requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model integrations, not the same fix." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity transformer support do not share a concrete code-path bug." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models with distinct support work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and model families." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors/models." + } + ] + }, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "b273ba5f92d7faa254bfa3710ad6c86f400ce6bee24a276b33c64c3a5bf5fe15", + "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 docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same underlying problem or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items cover different domains and neither body/title suggests a duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive technical issue, but it is not a representative duplicate of the docs-only Pruna request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and likely different workstreams: documentation/framework listing versus a Vision RoPE refactor. No shared target or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "f8627bfebf65778c6ae19ba35d44d2b5644f6a3998391508c32e136bf538fa4e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests set block decoding, while the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items describe different feature requests with no shared concrete bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because they are unrelated requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and no overlapping code-path or explicit linkage; this is not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "1e596dac5cd4071135753035124630e8a82b92a06b26700d391f67a51aafa7d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related to Trainer customizability, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the better canonical issue only in the sense that it is more specific about a concrete Trainer customization point (`remove_unused_column`), but it does not subsume the FLOPs-estimation problem in #43600.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the clearest representative if one of these must be kept as the main issue because it names a single actionable Trainer behavior rather than a broader custom-trainer concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They are thematically similar, but the underlying bugs differ: one concerns column removal/customization in Trainer, the other concerns FLOPs estimation for custom trainers. They would not plausibly be fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "a8c69871288c8eafcb8318f277988ee52d913fdc5ae606c6bd4d626d97b0391b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests about Qwen auto-model support, but they target different model families and different AutoModel classes/APIs, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "If forced to pick one representative issue, #43684 is broader because it concerns core AutoModel / AutoModelForConditionalGeneration registration rather than a single task head.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the more general request and best represents the cluster\u2019s theme of missing Qwen auto-registration support.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. They involve different model families and different auto-class paths." + } + ] + }, + "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-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": "04cdf1642e25b3691a602818f8f35bea0ef1338202fcdeb2d02429b084d2cf3e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-information issue noise: one unrelated title ('Fett') and three near-duplicate issues with the generic title 'huggingface ' but no substantive body details. There isn\u2019t enough evidence to conclude they describe the same underlying bug, so no soft merges are justified.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the best representative of the generic 'huggingface ' subgroup because it is the earliest of the near-identical issues and has the clearest overlap in title, but the lack of descriptive content makes it only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the most suitable cluster representative by default: it is one of the repeated generic-title issues and appears earliest among the closest matches. Still, the signal is too thin to treat it as a true duplicate anchor with confidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body details or explicit links; 'Fett' is not enough evidence to match the generic 'huggingface' issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive descriptions; cannot establish the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no evidence beyond weak textual similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Both have the same generic title, but there is no issue description or target to confirm they report the same bug; title-only similarity is too weak." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical generic title alone is insufficient to prove the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no concrete bug details, targets, or references to support deduplication." + } + ] + }, + "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-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": "d1febf226ef3c75891228b7ea0eb90bd9112136fbf7bb3a3e31c890ff2036183", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly spam/placeholder issues with one unrelated documentation suggestion and one unrelated brand query. The only plausible duplicates are the exact '' issues; the rest do not look like the same underlying report.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44371 is the earliest exact '' report and is the best representative of the repeated spam subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the cleanest cluster representative: earliest, exact match to the repeated spam title, and no evidence of a distinct substantive bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same exact '' title and same minimal body size; looks like repeated placeholder/spam content rather than a different issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same exact '' title and same minimal body size; likely the same spam artifact." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is '' and the other is a documentation enhancement suggestion; no sign of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' does not match the 'Check out \"Google LLC\"' topic; no shared bug/change context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement vs. spam placeholder; these do not describe the same change or bug." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs. spam placeholder; insufficient overlap for duplicate status." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Exact same '' title and same minimal body size; appears to be the same repeated spam report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated Google LLC query; not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated Google LLC query; no concrete common issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three items share the exact '' title, while the other two clearly have different titles. The conservative rejections for the non-spam pairs are appropriate. The only soft edge that matters among the spam items is reasonably supported by the exact title match and similar minimal metadata, and the overall wording does not overstate beyond the available evidence." + }, + "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": "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": "1fad42fff726e392955cd6a05d13ca12243628c2ee8534cc630a3cf42e94d336", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-identical duplicates: same title, very similar body length, same day, and no distinguishing links or targets. Issue #45145 is the better canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the best deduplication target for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative of the underlying report because it predates #45151 and appears to be the same issue content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and essentially the same issue report; no evidence of different scope or distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The deduplication call is well grounded: the issues have identical titles, very similar body sizes, are from the same day, and only #45145 has an inbound reference, so it is a reasonable canonical target. The only caution is to keep phrasing slightly more conservative than \"same issue content\"\u2014\"highly similar\" or \"near-duplicate\" would match the evidence more tightly." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 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": "874fb2da29c79db5927dc83defe556f3add3db6e7f63bcbae0aa2d0e8769417d", + "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 two closed issues both mention 4-bit inference, but they describe different bugs and failure paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the reports point to different underlying code paths and distinct failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the clearer representative issue because it isolates a specific BitsAndBytesConfig regression with a direct, actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion regression." + } + ] + }, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "f8e19ada93e39a2be5deaefe7d1f739f291f6ddda0f373954fa224800ba95a71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates of a bug or feature request; they are unrelated name/date entries with no discussion, links, or shared technical context. The soft similarity is purely lexical and not enough to cluster them as the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are just different personal-name/date strings with no evidence of a shared problem, code path, or issue target." + } + ] + }, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "e0ffba5b6fe59f66dc2d02c260b3f75a6da4391d0e2067faec2a62682960a65a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are just separate name/date entries with no technical content or shared context, so they do not look like duplicates of the same underlying bug or task.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any body, target, or technical description; there is no basis to treat one as canonical for a shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is meaningfully better as a canonical representative, since both are empty and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates; no evidence they describe the same underlying problem 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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "382815c7d4f230bcd927ec820873defcd029affef242fe57d717bd6f73152ce9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other requests FP8 training support. They target different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests with no overlapping implementation target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; both are independent requests rather than duplicate reports of the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-class addition for token classification versus FP8 training support. They do not appear to 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": 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-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": "031ecdfa6f336bd20465c81faf96c4184f0b43696668cfcfbff9368766466212", + "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 cluster splits into two likely same-title duplicate issue pairs, 45870/45871 and 45872/45873, plus one distinct issue, 45869. The duplicate evidence is strong from identical titles and matching body lengths, but the bodies are not shown, so these should be treated as likely duplicates rather than proven exact duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45870 is the best canonical candidate for the \"Example: Financial time series prediction with DataForge\" pair because it is the earliest same-title issue and matches 45871 in the available metadata; the body text is not shown, so this is a likely duplicate pair rather than a proven exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best overall representative for the cluster because it anchors one of the two clear same-title duplicate pairs, while 45869 is distinct and 45872/45873 form a separate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different subject matter: a dataset bundle listing versus a DataForge example issue; related financial theme, but not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: the dataset bundle issue is distinct from the DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Strong same-title pair with matching body length and close timestamps; likely the same issue, though the full body text is not shown." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different concrete requests: an example prediction issue versus a scraping-service issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topic and request scope; not safe to merge as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Only broad domain overlap; these appear to be different requests." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete issue type and scope; not the same underlying change/request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Strong same-title pair with matching body length and close timestamps; likely the same issue, though the full body text is not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster split is reasonable, but the writeup overstates the evidence in a few places. The packet supports strong same-title duplicate candidates for 45870/45871 and 45872/45873, but it does not prove they are exact duplicates because the issue bodies are not shown. Please soften wording like \"exact duplicate\" to \"likely duplicate\" or \"same-title pair.\" The note that 45869 is distinct from the other two pairs is grounded and conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "007326c3d5ffd68d370e790042d5464ebc5811b4e6f7e855c17e8320d81a24b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point at static-cache problems involving linear-attention, but they describe different failure modes: one is a shape corruption/RuntimeError during early initialization, the other is a Qwen3.5-specific KeyError for `linear_attention`. Similar subsystem, but not enough evidence they are the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "Issue #46439 is the better representative because it states the likely root-cause area more generally (`early_initialization` + linear-attention corruption) rather than a single model-specific crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46439 is the strongest single tracker for the shared static-cache/linear-attention failure mode; #46441 is narrower and appears to be one manifestation rather than the same exact bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related subsystem, but the reported symptoms and errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`), and there is no concrete evidence they share the same underlying code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 38, + "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": "2cbe3226ad2c4ff0d86d5cf684d42dc128f19b4318ca0707b5323584dcda8640", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated PRs. The only true duplicate-like pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which both add `weight`/`label_smoothing` forwarding to `nn.functional.cross_entropy`. The rest touch different models/features and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair: it has the explicit issue link to #43240, a fuller description, and the same core code change as #43254.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative of the real duplicate set because it directly targets the tracked bug (#43240) and contains the more clearly scoped fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated model-addition PR vs. ExecuTorch test-only change; no shared code-path bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition and export-shape test are different changes in different areas." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method fixes and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and MobileLLM model implementation do not fix the same problem." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwarg forwarding and Mistral4 test fixes are different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape tests are not the same change as Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export tests and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution fix address different problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill files are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor and Mistral4 test fixes do not share a concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` rename mapping are separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat-response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test work and TDT loss kernel integration are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and `cls.config` resolution order fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and the model-creation skill do not fix the same underlying problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model implementation PR and repository skill scaffolding are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `fixed_cross_entropy` in the same way to forward supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet. The only clearly mergeable duplicate-like pair is #43251/#43254: both modify `src/transformers/loss/loss_utils.py`, share issue target #43240, and forward the same supported kwargs to `nn.functional.cross_entropy`. The remaining pair rejections are conservative and consistent with the diffs; no soft-edge verdict overstates evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "45573be082820887ff6369ccb4ab7e55f6e31fb8198f7003f42261070d6856de", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR implements core VibeVoice, another adds a separate VibeVoice Realtime feature set, and the third is a different Parakeet-RNNT change. The shared auto-registry/docs touches are too broad to merge as one underlying fix/change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner core VibeVoice implementation and has substantial review activity; the other VibeVoice PR is a distinct realtime extension rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the most merge-ready representative of the cluster because it targets the base VibeVoice implementation directly and is more mature than the draft realtime PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They overlap on VibeVoice files, but 40546 is the base model implementation while 42781 is a separate realtime/acoustic-tokenizer extension. Same family, not the same concrete code-path change." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different changes; the shared auto-registration edits are incidental and not evidence of the same underlying bug or feature." + } + ] + }, + "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": 38, + "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": "da9afe54a6a87bd9b9c31ac1103e889054524e79553a2fe4ef2f1957d0ad4389", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated feature PRs: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change, so they should not be deduplicated.", + "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:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support. They are separate feature additions, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 38, + "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": 38, + "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": "1bf4e804eafd1626c0847f3651f00d6ae949e903c1cb5bd8fe92dfdf18b39194", + "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 PRs are separate model-onboarding changes (DeepSeek OCR, Isaac, Kimi2-6). They share generic scaffold files like auto mappings and docs, but they do not fix the same code path or represent a single mergeable change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45630 is the most substantial and latest model-addition PR in the set, with broad model/auto-mapping updates and the highest review activity, so it is the best single representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45630 is the strongest representative of the cluster because it is a full model integration rather than a smaller scaffold-only addition, and it appears most complete among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations (DeepSeek OCR vs Isaac); shared framework files are expected in separate onboarding PRs and do not indicate the same underlying bug/change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations (Isaac vs Kimi2-6); overlap is only in common auto/docs infrastructure, not a shared concrete code-path 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": 6, + "component_count": 38, + "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": "d3d2c64967be650fa4624c500a9418d6dfd0c7f2cb27575e83c3ccc1c5d581db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different problems: Node 24 compatibility for workflow actions vs upgrading docker/build-push-action and a few other actions. They overlap in affected workflows, but not in the same concrete fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because its title and diff clearly describe a specific platform-wide migration: upgrading workflow actions for Node 24 compatibility. It is more clearly scoped and central than the more generic latest-version bump in 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest overall PR candidate because it has a single explicit compatibility goal and touches many workflow action references consistently. PR 42976 is more of a generic version refresh and is less clearly tied to one underlying bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are not the same underlying change. 42975 upgrades several GitHub Actions specifically for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related actions to newer versions. Shared workflows alone are not enough to merge them 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": 7, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "de331b8cfff285c23c16ee3307051c5673bf1ad539c53fa68a12318b50d36377", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four independent model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). The shared files are mostly generic registry/docs boilerplate, not the same underlying bug or code-path change, so no soft pair should be merged. If one representative is needed, Molmo2 is the strongest due to its broad scope and highest review activity.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the best representative: it is the most actively reviewed and spans the broadest model integration surface (modeling, processing, video processing, auto-mapping, tests, docs).", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest standalone PR in the cluster because it has the most discussion/review activity and the most complete implementation footprint among the four model-addition PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo). Shared auto/doc files are boilerplate and do not indicate the same fix or mergeable change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model integrations; they touch similar registration paths only because all model PRs do. Not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are separate model-family additions with different implementation code paths; overlap is limited to generic model registration/docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model implementations/release lines, not the same concrete bug or code-path fix, despite superficial similarity." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. The shared files are generic auto-mapping/toctree updates, which are not enough to merge them." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with different code paths and test surfaces; this is only broad subsystem similarity, not duplicate work." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "f8a416cc7894c5f65ca439493dcda2e4512f41adb953fcdf996e101ae8d4fd9d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are superficially similar because several touch tests or Whisper-adjacent code, but they target different bugs and changes: synthetic test failures, Whisper decoding tests, FP8 dequantization, and generation-config watermarking validation.", + "confidence": 0.31, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest standalone fix: it addresses a concrete validation bug in generation config handling and includes related test updates, making it the most representative substantive change in this set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best single PR to keep because it has a clear code-path fix rather than only test churn, and its change is more self-contained than the broader FP8/model-loading refactor in 44815.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 fixes Whisper tokenization/decode behavior; 43665 is just failing test edits in CLIP/ViT. Same broad area of tests, but not the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "43291 is Whisper decode logic; 44815 is FP8 dequant/model-loading work. No shared concrete code-path problem." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both mention Whisper-related files, but 43291 is a tokenizer decode fix while 46380 is generation-config watermarking validation. Different bug classes and merge targets." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 is synthetic test breakage across vision models; 44815 is a substantive quantization/loading fix. Shared tests do not make them duplicates." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "43665 only injects failing assertions in tests, while 46380 changes generation config validation. No common underlying fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "44815 fixes Triton/FP8 dequant behavior; 46380 fixes watermarking config validation. Distinct subsystems and bugs." + } + ] + }, + "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": 38, + "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": "153b5445a945217fe057513d393f48bc92287e0f7281704aeb3946137d3c2c1f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated non-merge PRs used for different repo/demo behaviors: one tweaks setup/versioning and test deps, the other changes CI/workflow and notification/testing utilities. They do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the broader, more representative change set (CI/workflow plus testing/notification utilities). PR #43488 is a small setup/versioning/test-dependency tweak and looks more like a narrow repo-bot check.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the better standalone representative of this cluster because it has the larger and more meaningful code footprint; #43488 is too narrow and unrelated in purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different change intents and code paths: #43488 alters setup/versioning and a test dependency, while #43532 rewires CI/workflow and notification/testing helpers. Shared vit test file is incidental, not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 38, + "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": "7adaed72ffabeb7c7b7d0dda45d0a64e59a81235573d62e70bc6d30e1584b8bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share scaffolding and docs patterns, but they target different task implementations and model integrations, so they should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 are distinct features, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete representative of the cluster, but only as a representative of related pipeline work, not as a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines with different targets and code paths; shared docs/metadata scaffolding is not enough to merge them as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 38, + "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": "fc40f10e9f39d59202728620673711af6e1d476f1004f4a12788172898ad2aac", + "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": "Two open Trainer PRs that touch the same file but implement different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers.", + "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:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: 43651 adds _loss_is_scaled_for_ga and changes training_step loss normalization, while 43663 adds _get_signature_columns to customize input-column filtering. They are not the same underlying bug/change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 38, + "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": "8e37006714613758d9553b6dbb2206acd9bf3e049ffee720912f42b34af7d5c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/cli/serve.py` and both mention a TypeAdapter-related NameError, but they appear to fix different failure modes: one is a broader annotations cleanup/future-annotations change, the other is a narrower guard for missing pydantic. Related, but not a clear duplicate pair.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, more central fix for the CLI NameError in `serve.py` and directly matches the generic TypeAdapter issue it targets.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the better representative of the cluster because it addresses the core annotation/runtime NameError in the CLI, whereas #43842 is a narrower follow-up for the pydantic-not-installed case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but the diffs suggest different fixes: #43656 is a broader type-annotation/future-annotations cleanup, while #43842 specifically makes `TypeAdapter` safe when pydantic is absent. They are related, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "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": 38, + "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", + 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"summary": "This cluster is mostly a broad standardized output-tracing refactor across many unrelated model families. The only clear duplicate subclusters are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest share a theme or tracking issue but are not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the concrete GPT-J/CodeGen output-tracing refactor: it is issue-linked, touches the same files as the earlier GPT-J/CodeGen attempt, and looks like the most up-to-date version of that duplicate subcluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR in the cluster because it captures the clearest duplicate-worthy code change in the largest concrete subcluster (GPT-J/CodeGen), with explicit linkage to the tracking issue and matching implementation scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same tracking issue is not enough." + }, + { + "left": 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duplicate candidates at best, not the same concrete patch." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44161", + "accept": false, + "reason": "ViLT and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44074", + "accept": false, + "reason": "GPT-Neo and TextNet are different concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-2 and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44161", + "accept": false, + "reason": "SqueezeBert and LongT5 are unrelated." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44017", + "accept": false, + "reason": "ViLT and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are not the same patch." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with matching files and issue target; 44722 looks like the later, cleaner duplicate." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file family; these look like duplicate attempts at the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated despite sharing the tracking issue." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are separate changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44098", + "accept": false, + "reason": "SegFormer and ViLT are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the GPT-J/CodeGen cluster is the largest concrete duplicate subcluster, GPT-Neo also forms a smaller duplicate pair, and the rest are conservatively treated as same-theme-but-different-model changes. The accepted soft pairs all share a clear concrete code path and look mergeable into a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 38, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "3636616d70113dab29ccbee1b8eca8b71235d8b0d4f2eadae509f4769ca12a3a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs that all migrate different architectures to standardized output tracing/capture helpers. They share a refactor pattern, but each PR touches a different code path and should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target, a concrete output-tracing refactor, and the diff shows substantive standardized capture changes rather than just a naming cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster: it is specific, well-scoped, and clearly tied to an issue-backed output-capture migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different implementation details; not the same concrete bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general standardized-output refactor theme, but they modify different model implementations and are not mergeable as one PR for the same code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "These are separate model migrations (MPNet vs VisualBert) with model-specific hook setup; shared subsystem alone is not enough to duplicate them." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-capture refactors, but in different models and with different forward/signature changes; they do not fix the same underlying issue." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the edits are similar cleanup/migration work, not the same bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both modernize output handling, but they apply to different architectures and concrete call paths, so 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": 15, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46438" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "f7977869efa8ab1f0935d9fc2ef765566a8c9946f928ae9c5113c0ea2709e7eb", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43956, + "estimated_input_tokens": 10989, + "estimated_eval_tokens": 22234 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43956, + "estimated_input_tokens": 10989, + "estimated_eval_tokens": 22234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all thematically similar output-tracing refactors, but they target different model implementations and one unrelated utility script. 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same theme but not duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct architectures with no shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct architectures and codepaths; only a generic output-refactor theme is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` do not fix the same concrete issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different model families; no common duplicate bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures (`upernet` vs `mamba/falcon_mamba`) and different implementation changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` touch unrelated forward paths and output handling." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` vs `codegen` are unrelated architectures; not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` have different model logic and no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate codepaths; same refactor style is insufficient for duplicate status." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated model changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are refactors around model outputs, but they target different wrapper implementations and codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`depth_anything` vs `superpoint`) with distinct tracing/output behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` have different model stacks and fixes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are different codepaths; same refactor theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are closely named but still separate model implementations and PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are unrelated wrappers with distinct output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are different model families and codepaths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` do not appear to fix the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are separate model architectures with different output logic." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different model implementations; no shared duplicate fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated model codepaths, so these are not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "`vision_text_dual_encoder` output tracing and modular-conversion utility code are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "`speech_encoder_decoder` model refactor vs a build-time utility optimization; no shared bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "`rwkv` model refactor and modular-conversion pool reuse are unrelated." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "`superpoint` model tracing refactor is unrelated to the modular conversion script change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "`timm_backbone` output tracing and `check_modular_conversion.py` speedup have no common code path." + } + ] + }, + "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": 38, + "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": "83ae8b198a3b23f8382d7e7edf5fb63e7ce2388695402c2bd7eefc9934aea607", + "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 unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share some auto-registration and docs scaffolding files, but they implement different models and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with distinct architectures, filenames, and tests; overlap is only in shared Transformers registration/docs infrastructure, 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": 17, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "ad252657f012519e1b53a7e170e1c90a3d212f1edea55848496ee9380dde6ad9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs form a loose feature lineage around kernel/module fusion in Transformers, but they are not all true duplicates. The closest duplicates are the two later n-to-1 KernelConfig PRs; the module-fusion API PR is adjacent but distinct.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46339 is the best representative of the cluster because it is the latest and broadest iteration of the n-to-1 KernelConfig fusion work, with the most integrated changes across loading and kernel integration code.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46339 is the strongest canonical PR candidate: it subsumes the earlier KernelConfig fusion direction, touches the core files in the feature path, and appears to be the most complete refinement of the same change line.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are about fusion, but one introduces a new Module Fusion API while the other implements n-to-1 kernel fusion via KernelConfig; they are related abstractions, not the same concrete change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "These appear to target the same underlying n-to-1 KernelConfig fusion code path, with 46339 looking like a direct extension/simplification of the 45363 feature rather than a separate change." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "Both PRs center on the same n-to-1 KernelConfig fusion implementation and share the core integration files; 46339 looks like a follow-on that evolves the same feature rather than a distinct idea." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR 44979 is a distinct Module Fusion API, while 45363/45666/46339 are all in the KernelConfig n-to-1 fusion line and share core integration files. The soft-edge decisions are conservative, especially rejecting 44979 vs 45363 and only accepting the later KernelConfig pairs that look like the same feature lineage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 38, + "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": "f590c0b0f88e4b1acd2c14e3cf404b0e266c3936173af996c3b68e3ae80e20af", + "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 `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the strongest canonical PR candidate because it fixes the same bug as 45086 but includes added test coverage and clearer title/context.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is best overall since it is the more complete implementation of the same concrete fix and is backed by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path, with the same file and explicit target issue; 45317 appears to be a test-augmented follow-up that could plausibly be merged as one PR with 45086." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "5c0c391b643c4be345d62c416446fc62af64b3feee057aeb71c796d984d958fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both about NemotronH, but they address different changes: one is a smaller conversion/mapping and inheritance refactor, while the other splits NemotronH into dense/sparse variants with docs/tests updates. They are related, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better cluster representative because it is the broader, more complete NemotronH architecture change, adding the dense/sparse model split plus documentation and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it introduces the concrete model reorganization that most users would care about and includes supporting docs/tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Do not merge: 45115 is a focused conversion-mapping/refactor PR, while 45569 implements the actual NemotronH dense/sparse model split and related docs/tests. They share subsystem files but not the same underlying code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 38, + "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": "984cfa0922ccca7495588db0a3e8101f105ae6f2ab47cc2b99907546828d32e2", + "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 introduces heterogeneous per-layer config support, and the other builds broader heterogeneous modeling/cache support on top of it. They share files and theme, but they are not the same code change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the narrower foundational change: per-layer configuration support in the config layer. PR #45332 is a larger follow-on that adds modeling/cache behavior and depends on the config work, so it is less suitable as the cluster\u2019s representative duplicate candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the cleaner representative of the cluster because it is self-contained, introduces the core per-layer config mechanism, and is less entangled than the broader modeling PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are related components of a larger heterogeneous-model feature, but not the same underlying fix. #45333 adds per-layer config infrastructure; #45332 adds additional cache/modeling changes that consume that infrastructure. 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": 21, + "component_count": 38, + "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": "ce799b4e246ced7f78cf8ec26193a58f6f4aed71334d833304dd569904c11f5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related PRs, but they address different changes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 adds typing protocols/helpers around `modeling_utils`, PEFT integration, and related checks. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, self-contained typing change centered on `_typing.py` and the `modeling_utils`/PEFT integration path, making it the better representative PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the strongest standalone candidate because it targets a specific typing interface gap, whereas #45415 is a broad repo-wide type-checking pass touching many unrelated files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing cleanup PRs, but they modify different code paths and scopes; #45415 is a wide type-checking sweep, while #45425 adds specific typing protocols and fixes around `modeling_utils`/PEFT. They are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 38, + "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": "7fe792c2a33351a80beca11e064f14bfe40a39c34025bc15ce9786eac9990c42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated cache-related PRs for different model families and code paths: one fixes multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes use_cache behavior in Mamba2 for seq_len > 1. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46084 is the clearest representative because it has a direct issue target, a narrowly scoped Mamba2 fix, and a concrete seq_len > 1 cache-path change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46084 is the best single PR in the set to keep as the representative artifact, since it is explicit, focused, and tied to one concrete bug; pull_request:45513 is broader and spans multiple model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and different failing paths: Qwen3.5/OLMo Hybrid multi-token cached forward vs Mamba2 use_cache with seq_len > 1. They are not the same underlying bug and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 38, + "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": "7e18e2eabcac2695441a080203b5eb9c3be84a2730a2d33522b9cc3113f9b97b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism loading, but they fix different bugs on different code paths: 45548 is about config serialization/has_ep for accelerate+DeepSpeed ZeRO-3, while 45662 is about distributed parameter wrapping to stop expert weights being overwritten under FSDP2/rank-0 broadcast.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster\u2019s concrete runtime bug-fix theme: it changes parameter materialization in the distributed loading path. PR 45548 is related, but narrower and centered on config cleanup and EP detection for a different loading setup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone PR to keep as representative because it fixes a specific, actionable loading corruption bug in core_model_loading; PR 45548 addresses a separate accelerate/ZeRO-3 serialization issue and should not be merged into it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Shared EP wording only. 45548 fixes distributed_config serialization and EP detection for accelerate+ZeRO-3 loading; 45662 fixes post-shard wrapping to prevent experts from being overwritten under FSDP2/rank-0 broadcast. Different bugs, different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 38, + "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": "dfb91831844d5772e19fbd05a8259c186930730ddcc687c80b3e82535a68ae94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same xdist collision in captured_info artifact generation under src/transformers/testing_utils.py; PR 45645 is the broader follow-up that also updates CI consumers to handle multiple captured_info files, while 45639 is the narrower core fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete representation of the fix: it includes the xdist-safe output handling in testing_utils plus the CI/workflow adjustments needed to consume multiple captured_info artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best captures the full underlying change set and is the most suitable representative for deduplication because it subsumes the core file-collision fix and the downstream log-handling updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist causes captured_info artifact collisions. PR 45645 appears to subsume the core testing_utils fix from 45639 and adds the related CI log collection changes, so they look mergeable into one broader PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 38, + "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:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "1163ca1a05829affb7dc21e8bf7317efc69b11cd09e8c99da7dca5330e3af778", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs with no true duplicate pair. Two PRs are both about SDPA/attn_implementation support, but they touch different model families and code paths, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the cluster mixes unrelated changes (AutoModel registration, RecurrentGemma attention dispatch, and BLIP-2 family SDPA dispatch).", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the most substantial and self-contained feature PR in the cluster, with code, conversion-mapping, docs, and tests; it is the best representative if one must be chosen, though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes and code paths: AutoModel registry placement for glmasr vs RecurrentGemma attn_implementation support. Same broad transformers area, but not the same bug or mergeable fix." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both add SDPA/attention dispatch support, but for different model families (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar feature work, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 38, + "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": "72105d07ef6f2c699280faae09653fc68acb9237d28a89b29bc0f3b81bc9d52c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both linter/modeling-rule related, but they address unrelated problems: one adds tuple-return handling to text/audio model forward paths, the other adds a rule for consumed boolean flags in image/video processors.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the more concrete code change, with explicit forward-method updates across model implementations; PR 46259 is primarily a new rule/docs addition in a different area.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is a stronger standalone PR candidate because it fixes a specific runtime behavior across model code paths, whereas PR 46259 is a broader linter-rule addition and not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes and code paths: TRF003 adjusts model forward return handling via can_return_tuple, while TRF018 adds a dead-flag consumption rule for image/video processors. Shared filenames are incidental, not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 38, + "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": 38, + "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": "494e49da8bdc5e6f09d318761841dc498ab2cf42c7ade4e9ad4c987df73e62dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with similar \"do not merge\" styling, but they change unrelated areas: one is a broad model/CI patch, the other is a tiny ViT test-only edit. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the more substantive artifact: it touches multiple model implementations plus CI workflow secrets and appears to be the main code change, whereas the other PR is only a small test-file edit with deliberate failing assertions.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the best representative of the cluster because it contains the broader concrete implementation changes; PR #46100 is just a test migration stub and not a real fix/change candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these are not the same underlying change. #45932 updates CI workflow and multiple model files, while #46100 only edits a ViT test file and adds dummy failing assertions; they 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": 29, + "component_count": 38, + "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": "039c239198d8bed5c42e00c30a479e2f474686de90b3f6264af8fa3881a6d179", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are model-specific PRs for adding `attn_implementation=\"sdpa\"` support, but they target different architectures/code paths (CTRL, T5, and wav2vec2/SeamlessM4T families). The similarity is thematic, not a duplicate change set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster, covering multiple related audio/seq2seq model implementations and tests rather than a single-model tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best anchor because it spans the largest scope and captures the common SDPA-dispatch pattern across several model families, making it the most comprehensive representative of the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch, but CTRL and T5 are different model implementations with distinct attention code paths; this is not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-only SDPA support is separate from the wav2vec2/SeamlessM4T work; they touch different model families and cannot plausibly be merged as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2/SeamlessM4T SDPA dispatch are separate architecture-specific changes, not duplicate fixes for one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 38, + "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": "43748a08ead8fe6c4367f937465cb3d43a40dba0051e2f283ad2fdd8e6bd6c56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same distributed area, but they are not the same change: one is a focused EP/Trainer integration PR, the other is a broad distributed branch base. Shared filenames alone are not enough to merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader base branch touching most of the distributed stack, so it is the more central representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best overall cluster anchor because it is the larger foundational distributed refactor; PR #46126 is a narrower follow-up integration change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Different concrete changes: #46126 adds EP + Trainer integration, while #46269 is a broad distributed branch base spanning many unrelated files. They do not appear mergeable into one PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 38, + "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-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "1d4af91bb5874f433e163300c5e3d90aecbeeac448ed69793200585f7fed8042", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated GitHub Actions workflow maintenance PRs: one updates how a comment is piped into a helper script, while the other hardens an SSH runner workflow by pinning a downloaded script and clearing a token. They do not appear to fix the same underlying bug or change the same code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46432 is the more substantial and security-sensitive workflow change, while PR #46138 is a narrow invocation tweak; if one PR must represent the cluster, #46432 is the better anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46432 is the best standalone representative because it contains the more clearly scoped, self-contained workflow hardening work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows, different fixes, and different code paths: stdin handling for self-comment CI versus supply-chain/secrets hardening for ssh-runner. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "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": "9421a96489fc5bac6ed543325c95577edceea8b9317f99db3c7eeaac96c9e5a0", + "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": "Two open PRs both replace fragile file-based source access, but they fix different code paths: one in import_utils path resolution, the other in modeling_utils attention-implementation detection.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches touch different modules and address different source-reading call sites.", + "best_issue_reason": null, + "best_pr_reason": "46207 is the better representative because it is a focused behavioral fix with test coverage; 46152 is a separate helper change in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related theme, but not the same underlying bug/change: 46152 adds a new traversable/path resolution helper in import_utils, while 46207 changes source inspection in modeling_utils for attention-implementation support. Different modules, different call sites, and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 38, + "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-46173-6", + "nodes": [ + "pull_request:46173", + "pull_request:46343", + "pull_request:46436", + "pull_request:46474", + "pull_request:46475", + "pull_request:46481" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46481", + "pull_request:46436|pull_request:46474", + "pull_request:46474|pull_request:46481", + "pull_request:46474|pull_request:46475", + "pull_request:46173|pull_request:46474", + "pull_request:46343|pull_request:46475" + ], + "prepared_review_unit_hash": "d609d749235d748a8f22f2aa0ff4ff6122637b2296e4474454f34fcffe4098c3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14072, + "estimated_input_tokens": 3518, + "estimated_eval_tokens": 7292 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14072, + "estimated_input_tokens": 3518, + "estimated_eval_tokens": 7292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster actually contains three separate duplicate-style PR threads: StaticLayer get_seq_length typing, static cache max-length config handling, and Falcon-Mamba fast-path warning text. The accepted soft edges are within those same change threads; the cross-thread overlaps are just broad file/subsystem similarity.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46481 is the best overall representative because it cleanly fixes the static cache max-length bug and includes tests, making it the most complete version of that change thread.", + "best_issue_reason": null, + "best_pr_reason": "46481 is the strongest standalone PR in the cluster: it addresses a concrete bug, is test-backed, and matches its explicit issue target closely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46481", + "accept": true, + "reason": "Same underlying static-cache bug: both cap generation cache length using cache_config.max_cache_len / max_cache_length in the same code path, and both target issue 46424." + }, + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "One fixes static cache max length config; the other only adjusts StaticLayer.get_seq_length typing. Shared file is incidental, not the same change." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46481", + "accept": false, + "reason": "Both touch generation cache code and tests, but one is a return-type annotation fix while the other changes cache length behavior. Different bugs/changes." + }, + { + "left": "pull_request:46474", + "right": "pull_request:46475", + "accept": false, + "reason": "Type-hint/cache utility cleanup and Falcon-Mamba warning text are unrelated despite superficial similarity in scope/tests." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same StaticLayer.get_seq_length type-annotation fix; 46474 is the version with added tests, but the underlying code change is the same." + }, + { + "left": "pull_request:46343", + "right": "pull_request:46475", + "accept": true, + "reason": "Both update the Falcon-Mamba fast-path fallback warning on the same code path, with overlapping message wording and the same underlying kernel-availability clarification." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly separates the cluster into three change threads and keeps the cross-thread pairs rejected. The accepted pairs are conservative enough to look like the same bugfix thread, especially where they share the explicit issue target and overlapping code path. 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": 38, + "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": 38, + "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-46337-4", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368", + "pull_request:46488" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46337|pull_request:46488", + "pull_request:46362|pull_request:46368", + "pull_request:46362|pull_request:46488", + "pull_request:46368|pull_request:46488" + ], + "prepared_review_unit_hash": "7131a0f453d89bbe3ef9002b105f4896c1dd96087e66b50bdcee77fbc119336b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 8928, + "estimated_input_tokens": 2232, + "estimated_eval_tokens": 4720 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 8928, + "estimated_input_tokens": 2232, + "estimated_eval_tokens": 4720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are model-specific test fixes, but they target different failures and code paths. The only apparent overlap is generic quant-cache test skipping in two PRs, yet the underlying causes are different model cache implementations, so this cluster should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR emerges: the PRs address unrelated model-specific test issues, and the superficial similarity is limited to test maintenance patterns.", + "best_issue_reason": null, + "best_pr_reason": "PR 46337 is the broadest of the set because it touches shared testing utilities plus one model test, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different failure modes: Cohere2Moe device-map sharding vs NemotronH quantized-cache skip." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Unrelated fixes; one adjusts test sharding/device placement, the other skips a DeepSeek V4 quant-cache test." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46488", + "accept": false, + "reason": "Cohere2Moe device-map/test setup is unrelated to Sapiens2 XPU expectation updates." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip quant-cache tests, but for different model cache architectures and different concrete incompatibilities." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46488", + "accept": false, + "reason": "DeepSeek V4 quant-cache incompatibility is unrelated to Sapiens2 device-specific output expectations." + }, + { + "left": "pull_request:46368", + "right": "pull_request:46488", + "accept": false, + "reason": "NemotronH quant-cache skip and Sapiens2 XPU expectations do not share the same underlying bug or 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": 36, + "component_count": 38, + "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": "2923ad44f20cb98d35c0e80ae999d01b644909fc5ca7876a94b4d714d3dba3ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other introduces a new HunYuan VL model, processors, docs, and tests. The soft similarity is superficial and should not be treated as a duplicate/change overlap.", + "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:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous-batching runtime support vs. a standalone new model integration. They are not mergeable as one PR and do not fix the same bug or implement the same feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "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-46465-2", + "nodes": [ + "pull_request:46465", + "pull_request:46470" + ], + "soft_pairs": [ + "pull_request:46465|pull_request:46470" + ], + "prepared_review_unit_hash": "2d028eb1ee5c9984d03de8b7fe0120f92f53c9aa09665e236207f7f1d4160ba8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4986, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same decoder input-validation error-message area in T5-family models, but they implement different text fixes. One broadens/rewords the message across more model files, while the other narrowly corrects the decoder prefix formatting and adds tests.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46470 is the cleaner anchor: it directly fixes the decoder validation message formatting in the affected T5/MT5/uMT5 code paths and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46470 is the best overall candidate because it is focused, tested, and matches the concrete error-message bug without extra wording changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46465", + "right": "pull_request:46470", + "accept": false, + "reason": "Shared issue target aside, these are not the same concrete change: #46465 adds a new explanatory sentence and broader wording changes across more model files, while #46470 only changes the decoder prefix formatting and test coverage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46482-5", + "nodes": [ + "pull_request:46482", + "pull_request:46483", + "pull_request:46484", + "pull_request:46485", + "pull_request:46486" + ], + "soft_pairs": [ + "pull_request:46482|pull_request:46483", + "pull_request:46482|pull_request:46484", + "pull_request:46482|pull_request:46485", + "pull_request:46482|pull_request:46486", + "pull_request:46483|pull_request:46484", + "pull_request:46483|pull_request:46485", + "pull_request:46483|pull_request:46486", + "pull_request:46484|pull_request:46485", + "pull_request:46484|pull_request:46486", + "pull_request:46485|pull_request:46486" + ], + "prepared_review_unit_hash": "b5d7e91c5d96ca082c2002d3afb19b70262a3d6475de7ca7a1a6f28770ee79d3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 14854, + "estimated_input_tokens": 3714, + "estimated_eval_tokens": 7684 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 14854, + "estimated_input_tokens": 3714, + "estimated_eval_tokens": 7684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad safety-hardening theme, but they fix different code paths: two remote-code trust gates, three separate unbounded-allocation guards, and one image size bound. They are not duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate emerges from this cluster; if one PR must represent the group, 46484 is the broadest resource-exhaustion hardening change, touching many model implementations and adding a shared regression test.", + "best_issue_reason": null, + "best_pr_reason": "46484 is the strongest representative of the cluster\u2019s safety-hardening theme because it covers the widest set of affected model code paths and includes a test, but it is still distinct from the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46482", + "right": "pull_request:46483", + "accept": false, + "reason": "Both gate remote code, but they protect different entry points: PEFT adapter loading vs custom generation loading. Different code paths and fixes." + }, + { + "left": "pull_request:46482", + "right": "pull_request:46484", + "accept": false, + "reason": "One blocks arbitrary adapter-import behavior; the other bounds positional-embedding allocation. Same general safety theme, but unrelated bugs." + }, + { + "left": "pull_request:46482", + "right": "pull_request:46485", + "accept": false, + "reason": "Different issue class and code path: adapter loading trust gate vs causal-mask memory bound." + }, + { + "left": "pull_request:46482", + "right": "pull_request:46486", + "accept": false, + "reason": "Remote-code import hardening and image resize/crop output bounding are unrelated fixes." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46484", + "accept": false, + "reason": "Custom generation trust gating is not the same bug as limiting sinusoidal embedding allocation." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46485", + "accept": false, + "reason": "Custom generate trust gating and causal-mask allocation bounding affect different mechanisms and cannot be merged as one duplicate fix." + }, + { + "left": "pull_request:46483", + "right": "pull_request:46486", + "accept": false, + "reason": "These target different vulnerabilities: remote code execution gating vs image size bounds." + }, + { + "left": "pull_request:46484", + "right": "pull_request:46485", + "accept": false, + "reason": "Both prevent unbounded allocation, but in different tensor constructions and different model families; not the same concrete bug." + }, + { + "left": "pull_request:46484", + "right": "pull_request:46486", + "accept": false, + "reason": "Positional-embedding table bounds and image resize/crop bounds are separate allocation guards in different subsystems." + }, + { + "left": "pull_request:46485", + "right": "pull_request:46486", + "accept": false, + "reason": "Causal-attention mask allocation and image transform output bounds are unrelated code-path fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/manifest.json b/snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fff93277531d6dd0011a95d28e3e71fb131b71fc --- /dev/null +++ b/snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260608t060044z", + "artifacts": { + "hybrid": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-08T06:16:43Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260608T060044Z", + "variant": "hybrid" +} diff --git a/snapshots/20260608T060044Z/manifest.json b/snapshots/20260608T060044Z/manifest.json index d2e604bf611f5b9585ad9bb0a4f038fe2dd0d54a..c33dfa7c6b589334c9f9bc045617b031e83bac40 100644 --- a/snapshots/20260608T060044Z/manifest.json +++ b/snapshots/20260608T060044Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 882 }, "extracted_at": "2026-06-08T06:00:44Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260608t060044z", + "runs": { + "hybrid-model-20260608t060044z": { + "analysis_id": "hybrid-model-20260608t060044z", + "artifacts": { + "hybrid": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260608T060044Z/analysis-runs/hybrid-model-20260608t060044z/manifest.json", + "model": null, + "published_at": "2026-06-08T06:16:43Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260608T060044Z", "watermark": {